{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multi-label prediction with Planet Amazon dataset"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "%reload_ext autoreload\n",
    "%autoreload 2\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "from fastai import *\n",
    "from fastai.vision import *"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Getting the data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The planet dataset isn't available on the [fastai dataset page](https://course.fast.ai/datasets) due to copyright restrictions. You can download it from Kaggle however. Let's see how to do this by using the [Kaggle API](https://github.com/Kaggle/kaggle-api) as it's going to be pretty useful to you if you want to join a competition or use other Kaggle datasets later on.\n",
    "\n",
    "First, install the Kaggle API by uncommenting the following line and executing it, or by executing it in your terminal (depending on your platform you may need to modify this slightly to either add `source activate fastai` or similar, or prefix `pip` with a path. Have a look at how `conda install` is called for your platform in the appropriate *Returning to work* section of https://course-v3.fast.ai/. (Depending on your environment, you may also need to append \"--user\" to the command.)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! pip install kaggle --upgrade"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then you need to upload your credentials from Kaggle on your instance. Login to kaggle and click on your profile picture on the top left corner, then 'My account'. Scroll down until you find a button named 'Create New API Token' and click on it. This will trigger the download of a file named 'kaggle.json'.\n",
    "\n",
    "Upload this file to the directory this notebook is running in, by clicking \"Upload\" on your main Jupyter page, then uncomment and execute the next two commands (or run them in a terminal)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! mkdir -p ~/.kaggle/\n",
    "# ! mv kaggle.json ~/.kaggle/"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You're all set to download the data from [planet competition](https://www.kaggle.com/c/planet-understanding-the-amazon-from-space). You **first need to go to its main page and accept its rules**, and run the two cells below (uncomment the shell commands to download and unzip the data). If you get a `403 forbidden` error it means you haven't accepted the competition rules yet (you have to go to the competition page, click on *Rules* tab, and then scroll to the bottom to find the *accept* button)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "PosixPath('/home/ubuntu/.fastai/data/planet')"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "path = Config.data_path()/'planet'\n",
    "path.mkdir(parents=True, exist_ok=True)\n",
    "path"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! kaggle competitions download -c planet-understanding-the-amazon-from-space -f train-jpg.tar.7z -p {path}  \n",
    "# ! kaggle competitions download -c planet-understanding-the-amazon-from-space -f train_v2.csv -p {path}  \n",
    "# ! unzip -q -n {path}/train_v2.csv.zip -d {path}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To extract the content of this file, we'll need 7zip, so uncomment the following line if you need to install it (or run `sudo apt install p7zip` in your terminal)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! conda install -y -c haasad eidl7zip"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "And now we can unpack the data (uncomment to run - this might take a few minutes to complete)."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "# ! 7za -bd -y -so x {path}/train-jpg.tar.7z | tar xf - -C {path}"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Multiclassification"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Contrary to the pets dataset studied in last lesson, here each picture can have multiple labels. If we take a look at the csv file containing the labels (in 'train_v2.csv' here) we see that each 'image_name' is associated to several tags separated by spaces."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>image_name</th>\n",
       "      <th>tags</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>train_0</td>\n",
       "      <td>haze primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>train_1</td>\n",
       "      <td>agriculture clear primary water</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>train_2</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>train_3</td>\n",
       "      <td>clear primary</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>train_4</td>\n",
       "      <td>agriculture clear habitation primary road</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  image_name                                       tags\n",
       "0    train_0                               haze primary\n",
       "1    train_1            agriculture clear primary water\n",
       "2    train_2                              clear primary\n",
       "3    train_3                              clear primary\n",
       "4    train_4  agriculture clear habitation primary road"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(path/'train_v2.csv')\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To put this in a `DataBunch` while using the [data block API](https://docs.fast.ai/data_block.html), we then need to using `ImageMultiDataset` (and not `ImageClassificationDataset`). This will make sure the model created has the proper loss function to deal with the multiple classes."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "tfms = get_transforms(flip_vert=True, max_lighting=0.1, max_zoom=1.05, max_warp=0.)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use parentheses around the data block pipeline below, so that we can use a multiline statement without needing to add '\\\\'."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "np.random.seed(42)\n",
    "src = (ImageItemList.from_csv(path, 'train_v2.csv', folder='train-jpg', suffix='.jpg')\n",
    "       .random_split_by_pct(0.2)\n",
    "       .label_from_df(sep=' '))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = (src.transform(tfms, size=128)\n",
    "        .databunch().normalize(imagenet_stats))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "`show_batch` still works, and show us the different labels separated by `;`."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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ReQzwI5g2+6bcnr8ateeyrekHCof04WLpw27cjrmP7IVtjk4rdr/jAjqTD6abD7nnduCTdq3r+SFrYS/aDKY9fCOWkeoEpnCQXfde7Jr/eeADReT9MQvVUYT+G8e+7/vgDuAWuTDQ+ag0+4L1O1r7Y5S99QXAq8fKjD1wg1h8xbgdl51OZFzKHL0M+DSxGND3w+ZkPxSB6in5799hl0B1hHNorzV62Dl+OcfoAcFEU/akKQe1e/d1L9j1zA1V/ekjnDd7tfHIOOL5etgePqgdR9mT++EwOnYp2I++w+XdZxfLz6Oqr8WsTE8BPpfDFWzj++/GLKWPGX03HqvvyNd/QG7P53Mhz/LITOvH915xHFWg+ioReZRYMON/wHzij2MS7un8/X886AGqeifw68D3iMgJsWDJx4vIRx/y7lcCzxKRR+aD+RsOec/tmPnvO8WSZ3wg8CXYQQRmfn6aWLD0wzGT7lHxSizQ8x+LyAa7+iwWFPjWIz7rOGaavgsIIvItmK/rGB8mIp8hFgz71dhB9to9nvUu4LGjjdxivqd3AYNYQOfH77r+JhE5eUA/P1lE/lm2EH1dfvcfHqVjYsGQtx7lWmwc7lXVpYh8BLYxy3O+HDv8P2+X1uePgS2xxA4LsSDi9xeRD8/33SqW3nSMo47le4rDxn4//DzmnvMszLe4Qiyw9ukH3HvQfG1ihOmu/KxnYBrD8b3PzPv7BuAbufpwUB8uij7sgRcDzxaRDxPDEzJTAEYrPjevr0/E1uJ+eBfmm17wJiypzCfnOXketi4OwouAF5T3i8jNIvJp5cd91sE3Z+3ikzBXrlfk749jiohzYpaZf3vIu/fqwwXIgsirMSXIH6vq2w56WKb5rwFeKBb03IjIR+1xabEiPSdfcyvmVlss0q8DPiP38wkYPS/4FeBJo739TO7PpL4M+BfYobx7b+1Fq75VLKHFUzDB8VU8MLjoOVLVtwP/H8a8/KyqFitYCfx+yejy3wE+BnPPezvwe1gc8E1YvENpw0Hn0AVny3twjl9tmGgK96MpLweeKiKfJZaY6SbJiUt24UeArxDzLhER2cxtOs7h5839IOsEO489pC9w9PP1KHt4Lz7osD15EI08jI4dCLHED7ft+vrrM+28BeMNXnH/Oy8LLoqfH+GlwA8BvaqOE2IcyAtnK/4rsbV5PK/Pr2XNpx/HwirOiMgjga8f3f5HGM16Zh7nz8Di0q44jipQ/RRGRN+MmYSfj8W6LDBJ87XA/3uE53whtiFej/lbvhrz6T0IP5Lf/RfYIfCr2GDGA+75HCzG4A4sgPY/6rqWw08Cf475Hv86F7FAVfU1WL9/Ews+/M1dl9yCuW4dBb+GjdmbMHPlkvubVH8BC+q8D9Oufoaq9ns8qxCLe0TkT7O74zOxBXsfJqRUNxdVfSPm2/tmMbP8BeZwVf1rjPn4r9j8firwqaraHdapvPG3gL887NqMrwS+TUS2sGDuV45++xyMeN0h60w8z82b8VMwP9+35Da+GHNVAZuH3cLfUcfyPcJhY3/AfTuY5u0fAP9P+V4sC89NHCD8HTRfqvp6zFf6j7DD4AO4cI3+CLYW/xz40/G7rxYc0odLoQ/jZ78KeAFG47YwwbZkwXoWNpangc/jYGvAdwLPy/vp2ap6BlvbL8a0bucxN9OD8APYWvn1vB9ei8UAHbQOfgejRb8BfLeqlsKOz8bW3hY2Rkehc7cBP5H78Fn7XPMT2Pgfpo0s+AJME/lGLHbyfgqsTFc+FXN1vRtLJPGFmU4BfB+mCX1Xfv/LR/fejVl1/xMW8P0P2UWDs5LtTzFG7/fK9/vQqndi+/aO/J6vGLXjcuNS5gj2n4MLzh9VfRPGlPxe/nwWO8P/YOSWeNg5dMHZkv++lHP8qsJEU+5PU7KC5GmYQu5eTPj7oN0PVNX/hSWM+CFs/v8Wi985bFz3wy3Y2jvUknPE8/VIe3gfPuiwPXkb+9DII9Cxw7AX//gLWOzT6zDl0Y8e8VkXi0vh58Fo0PuzFoQKjsIL/3tsDb8Z+H1sv/xY/u1bMQXzGazflS/J4/wZ2Jq7F+Prrgq+pQTqXjPIGokXqepjDr34QYZYlepnqeobrnRbrhRE5POBJ6nqN13BNrwYeJWq/lr+fBvXQHHKrB1+4ridYimdv0pVP+fKtezawdVMH94T7F4HWZv7FixT5XDArZe7HY/GhKOHZwb9moCI/Bhwh6o+b/TdBbRKLqHQ55VAtvK9DMscp/m7FlOKfOADoSh6b8Z7C025gu14HhZX/MNXsh1XEmIpyl+pqv/n6DvlKi+0LiILTFH2oar6N6Pv3yt54ateoMoT9jGYxuhhmBb/tap6Ma56E96LcS0IVNnM/mfAF6jq7x52/QTDeyt9uBICVXb7+l4sG+UXH3b91YI8Vq8DPkRV33LAdbdylQtU2dXrZ4A/V9Vvu9LtuR7x3kpTJlxduEYEqq8FPkVVP/ZKt+VqwFVR4VtEXiQXFnAt/0qCgm/FTLh/hmWp+ZYr2d4JEy4nxApP3w68ZhKmLhoTfXgQIBbkfRarDbI7dnQv2n1O7l+o/EGHiHw7FhT/XQcJU9cCxIp1n8bc677/CjfnesZEUyZMOAQ5RupZmIvoBK4BC9WECRMmTJgwYcKECRMmXK24KixUEyZMmDBhwoQJEyZMmHAtIlzpBlxO/NSP/qBunLTyA30v/PWb/5og1sVWhFah9Za6vlclSkJdA0AaBoZBiG7g3NJCEna6LVJqaewSZhK4+VjDox5qddq2lueI2yvu7e36WRLm7YyQS6GFpmEInrNnzwBw784OfYQh2fXv99jH4ZoZd935VgAeduPDePdd7+T4jQ+FZg7A7e98G2fPbtPkRrTBseo6aKxfq2FAk3DcWb9i8KS+58ZTlvk2pcT2qqfIzt57EpFlb9l2Y+/YWu7QuJDb7On7iHMOl42XvSreCS6L341zOIEmj21wDvEQc2LzVewRJ4R8g6giSUjJHjgAiVSLCsQImhLe5xeokABypvTFosGT8BpA7LtEAueR3C+NiSFFWrEssuKUVexZdhaf3bQBVEnZIpsUhqRWrxv7L0XocyInL4JX6KNdH0VwqiRNQG5DnwizlljKK8SED57G+dyvSFSFPE5e4YXf+4NHrWkx4SrEx3/Kx2uf8kIXoe8T5DXSiLA9LPFtXoPDQOMcmvdB1w8473DS0DbrZZBSb+sTmM3mJBfZCJlOJYdqwuU1dP7cDqrkdQiqjkEh7xhElEGFYTAak4ZI2wZCriIwDJ4Q1FasLzRFCEDb2udIj0sOn9uk0ZGIeLU2qXcMq4EY7R3aOJbbAy7vTQcoinjbB12XkJCQfL8kYXDgVCrR6GNP8FCG1u/s8H889hRPfOITbFzCgne/6x0M0uYLwKni3CKPYsT5sFYRCuAcGkdtEiX2tr/Vpg+Xb3AIipJSJOaxUwE32q0pKZoShRBGHGgPav0U9SBKLbfiQEm4XBvTe48PgSbPrSqoCpIpoYjinODEIZkWihhtTHlgNEVUPJJpjG8CPgR8HmtU+Tff8F0TjblG8eSnfYKWRdeQQEDz+lBAk9S9nzSREki+3gkIniAXFhFLKJLPPXEOIZHKYV3qtuYbnAjqBMk0TVNiSImU3yFkviDTEyWhCWaZr1oJMChKqmezcx7vXT17+6gIWvkLdUoSh8v8gZOEKqDlfoc4sTMfG4/gfWEPSDExSGLe2vXBecAhMhqrpDReKNVUksLMNXSZhjVOkEWAzn7f6VegnhDK2CpNCCzmNl6Bho6OJu87jUo32PkPRm9SjJRCNl1KoJ42OWLIPEbybCwCx+ZG0+ZNoG1mbEerjbt9fiAExWV6Y+0PCNZm7zxER5/7OGgiEittaKJD6Tm2YbzkyflxZt6BG7j37DkAtvqBnX6otNl5T+tbNu0WGh84s73NziqfJyg/8gMvnejLPriuBCpi5B1vfysA57YjbYBH3GjFlUUjy3M79HnTtt7Tp46mtULVIj3nlzt0XUCxBb1KDbPgjdMGjp1oufHUo1hub9k9ztNsHOPkyupEJhW6fkWfbL2daFpC8hRq1fgAmux/YPPYCTZmC9LqBgC0X3LDTTdw0w03cG5p71y4OV0TKzFZNAvapuWmYyYwvf3eO9laDTQbVse4ibAisZjnHZESMUVOHbfams1szjvvfieOLEiGxKJZMOS4diGBJiJCyZEuGPNC3nQoeG8EC4y/cOJIpfSTijFGrhDliCZImbqonRLGUQBBPMlDzMKMqkASCmPS9wlxHi9KZgVRMQGlPGNIiSEmfGMClBeHd1IJXkoJtIhCVNJciHJxfA15rqJqPrzWvyspz0Omkj7Y6MRYx2lc/UrqzGemTiY6dK1DicRUDrSWpKl+TrQM3YAEOyCdd3QxETvbSavBc+xYSxBBB1unbdtCmIPYGur7SFKlywd3AmTwnF8aTYpDhFlb96KkRLhAwFLiMuHmWYHCHKc9mhl0VdtLTXJ0ORmcaksSrWu973qCC7iUFQEoHj9iDpTktDJ6cRhoQkIyTelWPb4JxHzwO+cgOjTvGyFC74h0tMHukeDwrqHsmJ1VxzvuO82jdmzs2pPH8LOWzGvgmOF8REKh5w053Z09z3ljBMvESTLmr9IoJSVXabuokrwjomsmDDHOS4oApESMeQJQiSYEFVkmGo2pdDEJLrgqUIUm4BqPc0X4bdHoIK8fZQCNNrVlMpygqlW5pMkoUc167kC8WyuWJhJzTSOliMsbbaCcNGVvkw+q9TksaBXInUiWxbSeZwJ4ZK2+VCWKkPKadB4EWZ9bIjTJsZ3pU++MkV/Dzv2yhn2ClULWU5BECOKJDKS8Rh0JTUoJLwkj4b/0w6VEivm0FJfXd94nKgTRqsCR3GtGApYX6ylATBHBlMKl2+IFL64MIM4p4kGy0CZe7JfMs3jx9ENHzIpmJ565bzlWaLsTFmVv2g0sGq2KEI+QohKzINpqIkYI4oiZ5nRdD6wFpl41c115nIIifqTIDoF5CBS2PcbIjippyOPklSDCLCvKBhdZdYm7M786dD03n7qBE+2C43O7p9MlKVEVNiJqY6fWz35QVF1to6ZKUSfsgcnlb8KECRMmTJgwYcKECRMuEdeVhUpUOe437G/Z5vjxYzzh8U8EoO977r37bu5457sA2NreopPEycbcc255+KPp4sCdd72T+86ZxcnrEq8OF7LGyLXcfe403XIbAKeJZqMlJLMGtQvHTJSUNQxDcMwQji1M2g/Bk1Ii9qZ1Hba36IeeprHfVXsa2WTr/BZb2+cBWDSC25yx3ZmL3ol5Q7vYoM393GgDcWiZZdeXTndYBGFRXBtpOXG84dSmWeK0aXDiabJpWlniojAMWWuiQmg8sR9lYhbTYKWxvUVHFqmM0u+kCdSZS0++Po6vTUVjZR+DS+CkGHpsbDEtEMAQI0MaaMRlc75pgcfWophM4TUUrVXCLGn5GWlIWVtVVFamMYsjhYu5ABkGlfyM4uqAafGF2i8fAiKKLy4ZImtTF4ATAkLKrlB+0l9c8xAndU25RvEJYiyTnmjnLcFlq0cIRAfDKu/F1UBa9AyN0HemNQzNDaCh7gXfKCEJ3co0xFFh6KHLWkivSiuOVCoNecULKMUSGyF4pGhaAZJUq4mImostPTG7qnlRhr7HZbfi2WxB3/e1DS672IRQXNuSuenkvdOGhiEKQzK6JnOIfU8tHSvmKlfsRbOZIwTHkBqOz+ydvXPE3hOjvTNJwrfHSUN2d5GeII5VsZs7wYcGl2knUXBOCNltEe9g6Em53ykOMCRkvEFFq0k5qZLigDgZeQ2aRVyyxUCCM+ti7pfGAR08uKIpz/ekbFcQR4qeZpbnYhYIzaLSNUXRGIuBCh0cmqIRL7duBWquXnaR2BwXdydv9sNCx9xkorqmIc6ZhwYAnqSpWiOFhEp2LcXOR0WquxaqKNHO6/EzhZGFys7JYjmRmMzKKev11kus9MOlRBKhqW6ukaRSLaaDlB2Vr1fzgBV1a3cNcUTV6l7rvSPFgVSsqgyoprV/rXiSQqgug8YDaPWIESIJV92cHUHqNiRKqla+YlHx3iFO6TOf06dEiFItuo0I2itD5s1iEnyY4cs4iNF9N/IurDNUAAAgAElEQVTKCS5QuCQRoRXBucJSD6xWSsom9cZ5Zq2j8Q3a2zPPabT9nz83TXYDDMZPbvVbIG11CTw2a2hDoOvsrWfZwcWBIa+PAYdPjpUWM362XOfzaatfcnyj44bZBgtvz1y4HZKDKPUWElrDUtQZrS6eXSVsY8LeuK4EquQSTV58N4fA5okFLi/51c5ZtlcdZ7ZNMFl225zYvIHNRRbAAgQNDEOiL6bl0BC9LSiAbnWeXrZpZia8nFicIMTEajAB67guaGeLsn5RH4jasZjb9XPf40PDkLknPwz0us2Q43z6lHDuPNonNpwJemHRsFh0bHQ5Xikpqe84ne9RApsbjp3OfGJxyvF2kz5vuu1+hWvn3Hf2dG4UaN+TstXdJU8fIiEZI9KIbfrTwxkkx2245JBQzOpZuNCY3fIg4Yy4S/HLzs5AWfhxAnFYR02pZOErj0PUREoO1RJDZcJO0uIaYMSzk1RdEz0m4JQYORBEEjGNhBZduwjGpMabZMKR5a3sQmPCkAhUmS7aeVCERkciqTMBKr8iYD7TKcfhadIas2H9NiJc/M+dTgLVtQ5xobrAdDsDsdcqrMw3G4YeXHbfC9IwNInB2xqatwmIOJnReFNwDDEh2lPO4eAg6WDxgoBrhG7o0fxMvCkgepePcmlAElK4fIEgiSyX0EtChkQbCnOiEAfwDU3eS0N0DEMiZCXKYnODqLDaMaVOTI554xnKOo/JGL3chI7IkNaKJCeC845ldhtymnC6dkNyviEER0tgIwtUIrAtyqq3/dPOF2wtE/fdezcAD7lpA7wgkl2ZdYDGE7Lrks5bvCiuyZ+dELKLHgApkZQap5HEjSJTIJLwZHfkEr8E+OBqLBjiUMDluIquN9emEpchIuZSOXK4ElGqr6QIwUs9T4YYiTHVOLI0DJlujlyHNTsOFw5ZhOCVFGx9iG9IKVWByzPSEE245iBCZYDF57O2CM/Y+VNlH82u+MUlFYUUEdfUVVCF/HzWalScCG1Z0mIxfL683wmDOkSKu52aG2pmwKW4nKb1WS4iDCWuJysABK1rOMmAC77GbUm0iM/i+iZO8povyo2ICIxVG41IVcpGEmjEyZp2KLKWx3CI+ByzVWKcBE3O9hvQJ0V1qIJj6h1DDTUwOumcVnddEWHFiiZLHgHHoOt4Ja8OdX4kmEI/RLaXxm/OZi1tWCBJ8fn8OLGxgDQg+XwYiEgnhHbEN6nSeuMFT80WJEkss/t3FyP4QJtDSBiMDteYTSwUI+bVEL2y03WcXW7TqQmO83bG9kB1G0xJEIn0eZxUsktxcRnvp5rhB+G6EqgGEm7bNnZoAue3d1jd/lYAVlG5656zdJ0txs35gpOzhnnWur773rvpVz3L8+cYBrsmSWObvsQOiBJXkXY7E6chcctDHslO1npsnY+cODGgRaPZRyJLGimJL3qCD2zOSyB1ouv6tSJHhdNnziLAQ284CcBDjy3Y7hvOZmY8dj133nUvKR/y0SVQqUkrNtsWL2JBlcD51YqZdjUAPcZE24Z6PvcjgQEgyIxOOwuMLsKH00zg1tJIclIZh0GVVBIwMFKwVgHMCPTYSOXEoyH78Q4rUAiuLY9HXar+zE6cBd8iVTs3SELU0RftnVisRiGqq6Gv8QZgPtKpfsI0vVpfYVp0J6Yhzp+jExgyQQ0NxIgTcJkgijocjsJvDTLQJ8FR/LClasoAphIF1z5cCpCFGWnnpLhNP9i8Lnc6Ti4WLFd2WCWfSCtqfNTixIymMb97abLffBxofaD1JijMfAAZSOUAa5Vm8JURSCmZNbYwEzGhEtGirQVccKRU4puyxrVoAZKisSdGh5R13A007WYVylarjiGtEzyE4NlZRfJ2JfiytTNTNYhpz7P4MiTHRhuqMkI14oPWeMbGNYR5wyJ4FjNjFvAJbRJux54RpWF76wznM20dnKP1C7p2HUfhCDVZhwSP0wGKzjgJklKlYabEWYdtFBllLLeoGkWr7SYHfpeByDSx0M6gjszb5X4KHq0Cl7gGFcWXpBXJBK7C5BXGT8nKMUk4vDGDrIU6EaEkDxBvDE4oDK/EbGgr2v6J4bmWMV5fIha1W84N57ISYBR7ZDeUfSYkDaQRU604EkO9JyUlOq3KvcblZE35nU5TVkKulSNmKcsXFJ1p3hJOHHrB2Z4VTJKqpZYBvAetCRwSmlLlF1rXAI6+L0KZszYUhWsc7LyvClpBEmjhD7IGolhqgneE4Ik5dhtAG1NglNFtQ2MCU+EfVBBPtWirWPxkSUoR8t4vvJ4OA6ERmkJBkrIKno0yVyjeuxrLHlwmmiaBArAxa/HaVIXrTr+0uK0cV5qSkmJPSuYxJb4hVNGX/CxdL5gU0ZTWCiC89WOUFGc7Dtxx/gzzrME7uXkM8SuKy0NMghvNd8z9TcVTx43eP+F+mFTmEyZMmDBhwoQJEyZMmHCJuK4sVP32NjGalSNqz/LckqJWTTpHJHHymKVVX8znkAbOnTFXubvOn6Wdz7nx5I1o1tyeO7ekI1WtzJCUqMr5aGbctBXp+7eYphJojs0Z0joQR1PPpms4sZFTuQ8r8A1ttlCthgE3JNqmpP6OLBYtKbmqbZmHOaLbrLI2pm8cs3ng7I5pc2688UZ0iGznTC7Re/rlQEntLL4haWPmYbBYibCgqV4sltWvaDmGGFkOPaq+ZnYhmTNPSXtKgqRra9BQxqh6/Hn7LVt7UtEOX+CNsk6bLoj5OmdNvorpu93YlQEPuk5+ZY41a5uTKcW0Zh9KqpaBK79j0HLlWoMUxFuaIkDF3jKU9KE5I1CUrBGXGa4xi5Or8SoDUYVWiravwTWxasWrdrxk6GLCtQ6byxKPJLTzBl3lmXXK2X6nxsq1UfEuMZuVlOgNTeM4u72FU9NcxpTWmktsrceUiNn1TXoh9mltHR6EYTUg2bVZuwFVZym8yWEIOf02gPctUSNpVdxrElEcmoZq1UgJRHeqZUWHRNTtauXy3rGKvaX+BWYu4BtfXZGcavZLKpp0pYupasFVEo1vaHMpiFnjcT5w/NgxZtl1bbVasZh1+FSyagmDbiChHFGBdmMDr1aCInaR2PcMZY+5gRAC2hULs2nzpcQCpKzpL1MliieALy48DUOMCIrP1j8nHud8dV0u8z9O32x0aU1zZk1DaIrVLZDiDjJWW6on5bmNRFQcvrVxEe+zH7Ig+ZnmDiU1E6AFca7dn5wmvK7dq5RR7OuEaw7maZE/FPe66kViNtX1OWJnVPEUEXLWOeECt0B07YTqfI4FKrHFqkSlrjcvOYNejdNyOFmXGzHrOPVwc5hFy9ezOuVst766AKtzxLQ2vQ2ZXBSnW6K55hd+I4SGQRMpuz72am6xzcjjJTMY1oeapbC4KYIn2l4tNKw3j5TCP1h+Xl+tfx0Rl1y1imnyiMIst2lj1uBDYDvvw5gku+zm2PMYaZLSx5LZ0BO8oNlzqI/27rk4uuI91A1sBE9o12x4GUeAISrBe1xxQ1RLHy81O6uj64f6Tp+LPxRIdvhsirVSU6bjax51Y1gx84Eux3p5ze6iec15J/Qx1nFq3XUlMlx2XFejs4pSA8J7F9DZoh5EFqutNO1Gvjqx1Q3EvJDObXdsDJ7ZiXPctGmp1n14F8M5x+loQpf55bdIUxabyxvUFvyyi7RhqDVBUreNhA3a6tPqWMXEsphRh0RSqT6uy2HFzacexvllR79zr/XJ7+CkZ6PUeRgCrSZOHbND+NTGBgr0akLeZjNHGq0bv4sDO6tV3fihcdAva4xGI8I8NIS8Ubp+xdB7dujXWzMpTq0OE5RYgRER9YJTC263fnrEWbUpsBiMnLWcMlpJ17UPRAOxkt8ci5SdiPIF+Ez8Smp1l9O3jmt0AOugdowhKvEtFk+xPowUY9pqrLcaX1SzFZcvs4A2pEjjrc+FuQ0+5BS05UCDEFxNQVoI04WC5IRrGavYE2N26QuRIA0hr7G2aVkt+xqD00Wl63oWOU7T6qQFi6vLi8I5RdO6LlxyDmEtrIhEQuPZyMkXet9bmvYSJCXCSE6o6HO6cQ2CC1KDs1fbiWbm8V6yCwzgFJcUTaW23YqOVO/ZaBVJHpfdyQYdSClWlUgrDqtHs44/wFmdP7sBxkWmJHhzMxpSTXShoUG7jhRMGGl6i5HS4j4nHjfboMlB42nQnIQmK2GWEW0iOqwFEXFaa/QIpkSJdb8ryTFK1uHxbkBVcTlWzPsGnKsClCmNtMZdOgC3bqOmDr/YRDIt1WFAtEGyYslpRGPPUJhZHKJaY+7w5rbFoGi8UIAqcVbGN8ZR7KcjuaJcgrXz1oRrERKFPtdBmzVW68ytc5pfkGxCi9NqPbPszBR0rdRL6X7Jo8bJl7KT68gdPVgsdIn7xUGudwVgXnzrmKxBo8UKF6Zd8jmadBRb6Gzf1NIOtpVKb2KyNpcY7H5YgbhKTyR6SxZTGu3s/eX3JKYX8YVdiELC7i+JMDQn3yiP8JjAkmRNH4gDkukPfaJ1wrGc5Gbeegbv2Mix5v0wsOztGQDDoDgHy5ItKPb4IETW9GU2BDo3MAzrZD9zF2rcVuMDG+2cUmvT5Szvs0Vx91WGYSDWEgrZzVrWtEGTq322dyS6rJzXZHJS49ftUlXmYcHp82fzOxMjeSuvgHVQZ3K7T5oJY1xXAtXdZ7dwmZlZiDCfzZgvTPBYtMESGGRtYz8o6pSdHO+wTD39skf8JrNwn91D4LRGhrJHnEKKhEpsjCR0hcFa9WzMZixCFtrcDsHHuhh7EQZxNRNdvzpHn2BZgru7xGroWXXnahzOUju2tu6jG4qjfoPzM9qsBfXOceL4DYRcTJSuo2kCm1lYuWfrXs6cO1utPa2YxiHmWLNOhGbREjITcXyjQfQ83fmOlImD98H8lrOiNmUtWNlaXuUCzZpiPtxFfJFeCeKq8IIm06qXQn86gFtnKzKCKzWA3AKdTBOWasYjO0xGlWYQWRMT1UTSYR3Hpd6sUFVDDTENVftnGf1cDepWB5IcIQeEiogF14tU6546qytWGM+I4saZA8U0POLGKuoJ1zRKMA4wJ7BcdTX7lCI452oCiUY8zaKpcZsE2FZBaKpCIyWzlBQf9TioxejlJdO2Lc47UlGIzBv6wRNz0plYjKyVg1KGVayW1dZ5sxSVzUs05YkmE3yAZtYiy0TINVb6vieSCKP6M05izdiiwdPHVIUXFyTHRxQFihI0VW//hNANsRagjAIb8znMlK4UIHbOCtTmu9pmG+9b5hvWJh8ai8OsVrCWxLo+n1NHXK0LaUqxcJdEMJJM+NF1gUqUNdMHVjTTCZJjOXEOJOJSqY9nMWxV2E2RmNYFTMUFtO+IvjAwphIqBdBRE54LI+k15pYWC5cV8HVaDZaomuG+xOUmEi6tMw9mTrAqu5SJ1lzLiClVJUDM68DnuXYxoc7XM0uiQKh2HlOsOLNmSyw0KXtMjLSZIowOa1OUlrO4JISqcd2Ss+pV5aedoW4o56Tg3drCldRZnFZK+JLd1jkG1ZqMC6zeY816m9vnUokDNEGhZtQLHnWhJpCoVpg8Ll7VxiZfHz1ENZGheNG4/HfNcyVmJitWMe8CXkBytq6BRPQQZtn7xDf44KoiDGd1L4dMh32EuXdVGTN4cLqu79UPlrYjuh4X7R3zYy3NLNQ2tMHTtg07ORmQuIbFfIOFP577bXVOlznzKd74Ghl51aisvY2ME1snMZEkaFR6XSfS6WLLRqM0OelIpynTxlHMbaLWFJzcbA7GRH0nTJgwYcKECRMmTJgw4RJxXVmohqjVvWLRtoSkSNZ6nLjhOKudpdXwADYWG5wfIquz5s6XsNSfZ1c9TWdp0G+YHWel/doCpR6nUrWowQuLpqlajSCOtgk1e1ZIDfPQUMT6REDCDM3a4tPnO+45c1/N6IWLtJszmlngzH1mgl2qY6dT2qw1HWRgcB7JmcXOnN/CuYYuu/gtt89xfHOzaryXyw7vIi5V1Yx9n4orW8KL0uT6LsdmLXPvOblYcH6Vsx0mWQdCYcot59ZpkoWER6prWxAhNKH+HpNZaro89rEfrKZT9TcWQEYZuIoON2vZInQ5q5+UJSvRLFKl3oQCce3CJ/hcfyN3O4nVVBjVnVHVtXZPoAH6nA1RkpI01doWbYBlMp/koq0LqpZaXrIrVA6HKVa04MTq1lSzPxOucTjnapRKl3raxYLljtGLIXYQ1l7sqQdZBDTHL/XLnp24QzsTfHYb7uMWc7mBWfa1j6kzm0XJYOUtnibmhb0xW7CxEPqSvlYTfe9qDahOEynCouzNYCnRc5gmi5mzvZtSpQU7XYdPitO89p0jROreipLdikqavzSASnU96ZMjOBlZoH124zFYWuVUNdA7Oys8wmrW1ixas8UGcVVDGGg2WnwUZm3WzrYQmNUMm2YPXNOMlGLVdNuwSM5VVi4Qiwutab8S4qnWZWXAaXYRzJZ5DRHx7dpiELH6OWltJVdG2nwSfYy13ATJ7EWxusk4SL7WilLpUXydB0kJlywmLlXDeyEqpduaUxmX9eHzPBX6zoRrGOKoc92XFNvZgpE0Ii4iJWU5g3nJ1LVh3iTihJJ6cugjTROqq6ulXZeambTYhMqyGZKadXoUhOUcld9wKKpS61jVOOq67mwTilDPSc0lS9zIQoUoQ7E4ibk11jTrSS6IFBOX/VHS+hwV0crjqCrOrw0zQqr1vFJxnfUWilC2YkLNK6a4HQ4RRWpJDMvjDn22xLUu4sWVkEsUj7ZSeRhtYLMNzLP7yqDQJ7Oe2Vw6IrATHSHv3SD2juLxhBdOr7YZMv1xrkVcZBlz3dO+YTl09LK2mC/mDV0uobNadjm9eRkXsTHKkx+xcXLi1rFaCqE1d3WAoduxcIhq8TavoOoZlK4rkeGy47oaneSFmzLxedRNN5A0cfq8xSbcdybRtgtCsWT2kW7ZsZ3rUjXzBY1v6VPP+aWlqYwxEaSlFVtsKyw4U4fiu2v1Vjay+928CcyCg1xYzXtYtIu6QXZWK7qhYzsThjPLHU5vL811DBCnRL2XzaZllWMgVltLZhsN88UJAHRnm53ts9V1sTuXuGf7LJu50G9Iibu6gZQ3XbfaZhYaVl1+XlQamlGmzSXDqmMgF3rzjlnbcrxpcDkWbDn0xGjmYgDvEsH5daE9hICrQe7eK8ELy1ywLkqyBBG1eqnDJWUoAleOX6ruecUFoB4CmUzL2hcmjdx1ILvGKCOhjAvqSKl5o6+LE4ulOC59EhE0rN0ORBQCNR6uV3tGjLEGgcbWWUHA4jaAklKsArd3rF0EsMD3Cdc2hIQvdT9cMiYnE5XlsmfmA8dyqtxel4g6mk37fXUalkurEzPLvvnObZorR3YLTNqzaDbqgdcPCem1MizJ9czmM9pgiW6GFMFFpMuCwdCjwdc4LhAYBlxuc4/LyWLWTHvqYNZqZdKbuSMMjlV2M97pOyuqneMLUm9uJK4GLViNJ810T6TJcV3FzTiQRCq9GJIpcs5t79T4o2ZowYcaZ+WcCVvHNk8BMJsv0OTxJZ28T1aguMQSpWQlDUp8UtSa2MPgQVes2SWjX0p2lU4DMYGTdbIclwKIrgUoEXxwaHbzSVoSTK9pSK5Int9ornml+LBDEe1YO0MOVtenuF85BQk2QIWh0eytWfifaJ8LP+TEXBXXmbSntOnXNETq3A+qhEA9hwenePH1zFJJqHfVvbckLdC0duEr4Xc1k3ZO+LRWdlpwc9k3Q0qorGtGikCnripPRExYKS6nPje31HuzMz7lkIDMyAusP5nM7xkXJLbzvCaxyC5nPrvPpdibYFD4A78W2uwLbN/VuFP7GKGezY2DiKCulCy4QN2COIu3ThRlaMKLZ6h1qwYLAcjvDGLxVYssQCUHiybQ5N+jqiW4KhszemSItJJo8zWztiV4R5vTpKsTVsOAdtkleDZwbrWOPYtpbsk8SpKc2NN3aZ3S3lusWfHxi0lJuuZhRAYku5DO8jNObhzn9Jmz7OTzJ9aRWWt/LS1+puVu/f2E++O6Eqjm6pnlA3czOPo0p0vmj3rXne/gke/zyBoTc361DWmoQdEzJ9ywMac771lt2qbaHqDb6SvjHoioztjJgdGrPjJopEsmlJ1wm8xSw5ATXRx3IN7RZwHsfLfiXLfDVq63EKTlxImT3HXGYrbaWcvps2cZZnNuOmGFP3X7HMf8Bjh7pvOJ1DqabHHa6VcEAv3MfteZs3inEmvQBtP4lH2dFO8ihSf00eKj2nymr2JEuw4JgTZn2FJNqKdm3RmiMQHrJBTgklDKTmi+Z50QRFkNsRKnxvkLA2exjV9jTrEK5oVO6CjOoBaRL0FcY2fvXXWexp9czoGz/jzOM5gPBrRmJhRvVjgfch9VaPAIjqFwoh2Ii3RFwRRj9ofOBDAKwbm6fhIXtm/CtQcfIk2NqxtYRkfsSpKZyGxzg/NFo6gJF6Wmd2l8og+KiqvFv10zZ9C4LgaOMESlycl1YhRibxZcgG0GQutoMp3rdYWPis9CnNMFw5nTo8xyjnbm6bK1OTiH944YpWpbh9TTrfoqKDaN1Yhzy1KgOOAbarKVPvW0oSWU5DspmQCVN6fPAeVlr1oWUEcxYXsXibRsL1fEXGBSYs98caKOrVdlc+7ZnGVrsLdg+SbHivrVyuIkh1JHRrO2WWqbSIoUVq8RWj9H40hh4n3NApaGhLpSULRYscRiJEsCEXE4F2ochkt9Zj4yMrPqS9IK8ZY5scpLAfG+WhQUY4DWjKFp5ofU1cxeKVviajqCJguzZYJVUe1GMVfX1ZH+XgdNSiweMDn7Z8lU6Ug0EtaxSOJxTuil7LtATNEsW7V2lZBINXutxeOtFRFJLSFFSuuzUFQpNeU0+Zo0y75w4B1hFP8UgVD4CxlMyI9rKUtD3pU19hxTKoy0n3Y2l1hkQIU+lex1Je5rLaAFlXUtLGeCUSjKliQoDnEOn03zwgBxrYiQImnWoGpLJlWS1Dhn3kZtW7KnCikN9K589gTRqhgzfihnkQBmKA3rJFl9HCxOP8ZqDaq1OkvB4qFD48Boa0NKa8W07uBlncczRehTJJV6gpX8FWVMQlOsWatbH3JdPGEzF1Tvhp7z3fa6dlUxZdYskFLr84ElWpqwP6YYqgkTJkyYMGHChAkTJky4RFxX6qwnPuxmUrYeLfue7W6n+sPP2zmNn1nVcKCPiuI4dcxc6YIqbhCacJ5TsxvzNQP36g6LE3bNql9yz33b1f1moGd7SDRiWlO3YZrnLvvtqvP0+V0Ai/mCEBxuaTWjkm/ZOrciZJehqN5iJgK0WRPy0MUp5psLzi7N0hb8jLlXjh+32IKVJFxqiWJWspAa2lmDZBe+kALJKU15Rwqc3T5Tq5h716Iu1qQu/TAw9AMp9pw8bvWympmn72I1BvlgaZJrlh4VqwVR4hGC0IRZNT0rka5LlESFopFedBTvBK2XquHOpqfqRlB1z7quTVVcAMfRVipjC1Y2WlV3HHLVKtPENGpxHaUOlSCkyLoieDHXl/g4FHVCFKnpWcmxIVmRRj+saMOMmK0LEq0GhIzGYcI1DpG6d0QU0lDrfPhW2dlZ1jW6GhK+1erG5p3n2LFgKcdznOag0M7nDFljLN4ySfVZU+gkmVI477VeIst+RYmZieqIw4o2J6YL0tK2TdVAD2lAnKsxWuJgkGwZybSwJeHF1XiBPiaLbaraWk9KkbZksAo9QYVVtrSL97mMQk6djCJJ8U05XgazJNUAKcegPTMJNSvdmfPnObfTMctuhSePzwknTtFhlrWh62lEqrNyQFHt1ynKsx2wWJckpzMr8U9NCPhmo7r0IAnvAqnP44oAfaZZI9u4OFyOq1xb2NaRJyk51BUXLE8Y1pp28TZrMqJZFnNZVPeS4zhKUUBAlwTnyNmZ7Z7k1jFU3ixUks1kGiNJpLr9SE6/P+EaxcjyAmb1LUYBcZ7exbVF1FtNtBpD5RKilmGvuKapEwR3QXkQF7VmEfY4S0Guay+KyHrfqBNC8qgvVpJISgPVHUUsZqfGU3tqvTfNjFIoLqsjHz07b9fBX5b+f53lzwk17jOJN6++wn+oEpynjERSi0XayfRo5gMoZqEaxT/6GGs9LecCybkaQ0lKuCbUfWZWacWFEo4BSVx1fYu5dmf10hG9wJrda0LFE4s5m4SXSCNaQxlC8ITgiLmuVNcnnHeVdscEyQckx8f2vSM6wZUaYSo5rit7/jQNgyRiycAYE6LrlPgn203LOizUUh6nt85a3G/OPOiw2AknI0bKO7M4AnGU+XXC/XFdCVQ3bczoYjnUwYcVzpsP/rJfEpxWZmg2b+j6VWUKVpoYnHBqtkGTY6JCk3h4OMXxm60u1bntcyx3etq49vNvnaPJO91c5NabrlNlu+s4l2OyvHccaxekHM90z842Z7e2KqOy03c459hJjnefMwHqxtmMYSfRZ+bHiWdGol1kxmM4ThDh7nM5DfqgzGeJxpXCfNlcm4nVuWVn5Cy32TuLYarFJpPSzhojUDml/EJmRihqgUE1l5NYiBPMZ231VxZJzMOiEswh9hYLUn2qhTQkpKZyzrEI1T+31G0pwo0FrjISkFSydbsESUpvz6uHix0Obu1vQ9LKuljtrORwNRd8JKV4gVtg0nUbUGu3yLpeRkqOmFIVsFWFjqG+0+HpU79+h07E6FqHOI/mJCQxCaodzcLW4HIlxC4hOeYy9ksrBl29SoRBHRvzwDy7rp1f7liNpZp2OOV/dk9wQjOqbTZ0EQ0tbp73RooWkJ3p3pA6UuPRkqo99sSoSF2TjqAO8UpX6qE0wMA6LXHwFreThY1uORAWLavOmHU3a3CzGZoZAe8cjV8rI5Kay09liHAMEqsbm3cOSZGmnVlxbaz21Spus8rMg4sdm7MZzj6y0bQcmx2rxYedYAKOjjY8qb7DAkNgXZR3AD5RhXEAACAASURBVNFdJQzW7ni+ETRJZg2LmxAgnlQ+953VsiuvcOb4VJRRZHffwgAPajWrfNUkxVxIvcR9KeAqPXEkUCvGUUihpoGYOjS7fckgONesyz1gqqeizIo6Ffa9piGyLmgvJpwUBjrkemPVFS54xHtSYcCjCfhehFSkrBhxjlorL1FiGbPw4iwV/3pN5j9LrJHKham4NceRF88wam3s8jOqJmSFtrjpu+w21ucuWjHsWOqziSVvqnFZKgRhHY/kUhaaSgIqgRBrwqiUcihDcVtzgEZEhTSM+qHrvWmVmNYFu0kJSUMda++ERpQmb26XlCjr2LOU61r5MjdiglCZm6SRIAO+1JhyHjdfsKnKLLv8NQ6IiezRR1IPTmt4A5qIw4AU5YpYQqyuCKJitDYWF2Nv7emzm+HAQEiJzZkJTzcfO46XxNYwMGSedDkkNK7TojvJsaVl7FNE0porcmtxfsIeuK4Eqp3Vdi1QO/NzNhrlWPYVvXcHE56qKg/mzYxVDjDuJTEPDh826AbL/BdcoBHhrvvusucvdxi0q8RmM8x46OYmJalT27RElXogn151hLhd606F2LMaYJWtZoKj9YFjM7MELUTx9Kx6xZWCcidPsFr2zEumn6T42QJXrEEKykBTmHqxjVf8iUMT6GKsdUC7vmNQmJVEGMr/Zu/NmmVJjju/n3tEZlad5S6NbhAiZ0w2pu//ZaSHsZHpQSaRHIDo7rudc6oyM8JdDx4RWU3O4AGml9tWTiOAuqeWrKzMCF/+C25G7eZvzX0750RqN3433RtdKBPytIxO2iROEqhtMjfPE0mVt6ZE5ubhGdO5RqRbO5/4EiKjk49Y8BWGgUIYCwvcdKUCMHzjAR+dtpuCKHKOtjkZgONjFW6kVO/Jk4AoO13VRzlp4tS67NdSKGbM6GD4uju72U3XS7EClg6jvbrv5NS76PeC6nuPnBJ1bwpaXjE30nCLTaiGWTYAy9Qmo01AxmKu9Pww8/6xTb3XlYvZMHdVOVPtwt7WpYfTA8mPDvAiRso+Oq/Bp0h0/YXr2xWfM/veeZ9KtW0UbFkXzKJbmluSjibIB6dQLMyqO64+nWMaJ21NUYXpnFm8jcVqYpkYU7YQw4wOb3wnaeoJ8fRJQHOO4rTVGossvGYZE6PXtfKXz9/4LFEYLkl5+GlBp97Fzk31q61J/T9vEr9ovsTzy64gV1LuBO0ElCGkg23gKabInTOVIn2QLnyBQuN8tS+OpEPgx7UrnY5qKCZz3UA5nxCpo+Fm5kjdxxpUc2pqZ/UQmfDaut5tHXMNvssNOfy2rrQ+ObjHdxkiNz2CFObTc9/jSrumW0ItBmncB62/Kfx2wmUJ0TT291JrCOW0J0nOZKlcm8qvqiMmQ3zg4bRQvXLZDyPxW+NY6ZOnnla5kESoOeFdGc5LE3yIfVD7ctAVwpxQNe3+Wm6UMT9vWi3iSEd+CLEIde4YgRrRdNugrdGgGFygguSmmgioTgh1NCaikIjiDeAhCQ8Pj/QsZbXKpeyjeE0yk9RILU+bUhxjz0bME9VlqJImjDnn4KmOQjL+Z/+99+psVrhe47eYc8ZSOgTEqHiRMYU3Uere1zm4pJ2ZRG6vmOaJ58czj0vwa0/zzL4Vtus31ub/R3WECdWuuBwTyjrWvDh3qa1Zk9wUoff4D/G7Kqj++fOXcJ4Gnh92pqTklsxYglQnXuuXeLzNkCtPpyhmSE7SxOu+cmpqbNWVX99e+OUarymWAvLVFpSNK5M88/FdwO++rjsXW0eCvW6Fff02bnRB2PcLl97p1YDmdHWt59MTj7lSd0PaBOphXpjqQVzeZeM8/4HLGrLqk1ZK3XloBpjVd5LImP7kObFdnW3vy1NIJl9ad1lMSBnOS3yeV6BCFlDtJHQH8xilA6dpii7GGMEHDOBbI75r2TgX47pGFyRyDD+mP95c1PtN69GV6101icM88hI8THm5mVA1yfIu+OAWHahDeZDflC8q0qAEfcomVD8WIyQhKaNla9/JScnxBjkSzWgj+3aTzdV3dg6H9lqcnHRsXrXW+H3bvlHqvXv8vUdCwzCauHdUp1Gk55TbNDieu6QJbiDA61Z5/+7Mx8f3vLY1IGWNyaj3ifGGqlPbOlZ2IxWnjumvUMvKZT2u7lp9yANf9kr2nWsTlDifTkgWvLSJlSpYDZuAZuZYk7RrtZsN79hWBswn5QkQcmskTdMSUMeewKSEzpDbMTkWycmAzwQMZ29wbJN8wHHzMc3NxWGOz9x245fP3/DrrwD8rw8L+Q8fabUs9rZFodFFGLyGVHLvzEtMh+j3nC7xuGcvrbt7QHykTYxkDLW8GfGOzk/dAsp0k+LcLjLuAUPuBH0jrBfG88s1VER7PuoKHlNOALWES1iL94miO9wS1wVAHemwQWR06GGABu7xnUafpPRQCUVaCAiXi9AVpcwrUsvY662psSkMNIRVC4hoL6C071f9wq+tEdrFmKbfwFyTCut+2DYESlXGREtFfqMH5dCaykeBFDdNF22IvCISdR3HEHXHMfYKU9ybZulN0RawtQM6OybGwxKFMDYWHVPyahOmPhru6hUXG/BdkYBiL+1Dfnp45MPTA7++feuHCLuOaVHZjaTHjCt5zLy0i3m081BKn/y0XMMPA3QXoRqDCoFGZ6Q3wxHIyZm6lQtOEaN0k+9ibMXGRGqaJvIE51N8xz8+/oB4Ze5N4Xrh2/USYmtD576iyegQ8kklmnVdRboU1r2wdth6ulVOvce/j3s76x73uMc97nGPe9zjHve4xz3+zvhdTaheq/ClBNn7cy2chQGNOT99RLUMn6GNN5JOvH/6Q7z29YW1GjkdXkHresXYmdu/7Rt4NtLUxqOaebm+kNfo9P785StfyhtuhzmsimCNz+A48zIPCdPrfuVpeRjdo2orVTPPT+9J53jPH3/4A3/587/y+WtIq6dpQeXCW8PAKsrH93/i7RITq8sWBnWjKVobznaQKRPJrDFFAd/DMLc1cl0S8ykBldq6K8G/VPLcvAseH8kpcW0E6FlmNC2UL5/j3L++8baXYT7aRX9717Va65rd/HaCNMlxBomy/7dIiEG0/tP4W3zPDq9LgT3237wp/R/MGzL5Nx1cGbAElfj81DpYSRIqU/j8EOIAU4MZlMFXqEEg72/nhmQZxou1GHmeD/zxfVz+3UdxP1DDjRQsN4/1tLDtfRo0IWLYpZGOfaPsmVK2YSFgmshe0Q7BnWCaZk5tcv766SsrDH4iydmuOmDDswSPb+3w2lLC4Lx1SpND8X3wFUwMEcW1II2k4AXK5khu9zuGqByQ29VgydRuOGkJ2QxtE645JeZ5gSVORDHY1416fWvnoQnWHJrFqGYEZ16aVHtSdDPWblJpO5dq1Gsc07/82wv/258KPHUBB8OrY23h8uTkRoaHgMa5V0SOTry5Uro5qFtMpKzzIT0I6jedcm+v6z+4kGK9GZ33HJySmwmCeMhUA82DLo9jqn6l2DR4XNIm5H19SMWDxyZ6wJvU/x1vIdb2AS0yC/7HLe/rHt9vaBqy6GJOkoOvJJLbNdr2PFOqMhAuWPy/GIPYFHSE477QKeFbOZAZ7lTKAUNVJSMxmQWum7AVpwNcFGfKE9Kxulh8SJ+QAiFR5V3PCSHHRLXnJG6IpwEjG1RG77wuDV+ovrPW4Pl08S6hc0r73qxY9YODXSR879SRluK6VSoHR1pQ/EAlYwKzCB+br9T708ySHO0G66I8pEzqMMVZkKTDdqdi1MKYkIsmfC+U2u/jHGfGr8OnsqrEutN/e3eSH+/pGpytPunPIo3z3vOi2taHyDfnLExL4qflPQCX+krdndysIkopXK4bF2HkduJCJjEPafWJIj7yHqs7Vg+Yctb7DOZvxe+qoDo9LHiNi2tBwiOoxAXwrB5449Q5NROGDrGaT+snrkWxfWVKgTl9N888nB54eogL/Bde+LqtWNvsTCfmpwVpIhbftivXWg8/Fk08Zihr3BHv3s08Pf6Ee3Cyrq8vnObM1Eay396+UUtGzxlvKmDb5cLPnz/xtkbx8vggfP32Rl+dHh8eqS5Yv7HXwNp0f5d9Ny61DO+szQxXIXlX5EtoTlz62rWuFMuo+ChwtI3KvcFnkhXePb/jmTAX3W3n9e31UOGRhIsOTsUsRs5z+FcRo263m/FoJ2KOZCfF2F8HM4KwsjnI9QGlM6yPrsXIaR4bgXlT6GrJTpXAAXdhDE0SeOEbDpUY9JonTeBqVOtwzQrpt/AaIQblQ0GJWFi7N45bFINmx8J/j+87hDR8WK/7TvU6YKc6CdP0wLdmFn6aC8ny8Iz6Ib/jlZW/fP12mMVOC1p8iE5MMvN0VlKOgmpfr5StDtjothkpS0BagNUKuxilFSKOx73VzCINp2yOWVcFrEzTBD4h/bqsobK5S2vSuCKnPMToKgHRVW2w4OIwLcytoDpPE+Er13kZwqIL15YQbVYo1Zgb2fS8nMgN+da97pacUclsXRxHoQDeBD6+vnzma3nj3f7czpvB5mMREYv0S0ay4XSWJUQiaOaHIpo3/6wBO67t2YaXdu4kLFA7Ud2xBgPsF0N/787TaFDkkata/G2IDISK2DDibBCfnhCV6qgbOd3CpQK+7Tcmf4F+6km1415Gki16L6m+5/B00xQwIsluolWalG3fD+hbyoQIyrhRA3tnMsRbkkhcZ0MppV0zchQKnpRurpaIa3gQBDx8pVIvLDxgbUPkT0JEpQyUWuM1q5J7rlXinfu9qSiz6igEd6l40aHA6RYwQulFYb+m9dj7LW7udswZq/vAGJ+WaHK62eAzlxqNZm1qpy4FrxInBEiufHyc+M8/BLf1x6d3XOpGpsunwixw6rxyDUrIKMhsA0mDX7a5sFkd97o25Txx2HuRVXfylEaRooQqcM9Zilv7195KjnWhszZLmlmopPb7z1PmaTnx1hpfXy6voDPd69uqUao3SHE/p7lBlTsk1KDCvjYPURO6X17/he/xP4/fVUH1tJzHVONJCml+x5e3SBLcg2fQCeKGUmultA7oY3rHp5fPvF6vfGid1uVh5pRPg9/A48QkUNvFd54mUj6ze09mEnJjNllS5SpTXNTAu/f/SBZjGsRIZd33wWXQqrxcX4GJlzVU/spWOJ8f0BzPuewbmpS1Tb0WP7G/fuK6x/dEQpyhSyBf9sK27+OYErFA1W4WqIlMSMRDu4lLYJrnNpF6SEJO8+BpFHdqXYdJ5i8vX/j05YW933QSnfFTK/LUohPSb0qrJRpbo2CSIWseJzIW5dGF7c/yG8NiJZT8xoIVdIzepar1mGQdbzuWkTbhYlRQgpKUY1KggVE/OlgymteHIbGGVlDfq1xCeahXZUsKCeohrnHHH3/3MR2bUULZrivWNsi6Ji6vb5yaEE5mQZPz/mOYdKtM/PrVWXeY2iaYl8R2SziySikZ92ioLKewky59E607YULZko+yU0UonVyUM1qV3Jo0VULKt99r22pUvTKnh9F0KeLkRUjNoDg/PrK+fkFaoq8545awtlHn5R158tEIkqTs+zr22nmaUXTwUw1nrftohjw9PrKVC/vbird16mo7L5cLa+dZARkbzYpPu/GXf/vM9F+iiUMNMZjexBGiOzxsEuiiO0dXO4hTR4caq4MPF4mVNIGI+J5m1ujtfQVKiB0yxzHBUlI6Zuchw9yLnRRd5Pa9oyF+uIsmT4TGwLEWC4Sy394bPzlki8fULGZa3hJgUaPYNPgkw031Ht9lqFSmzhOWKGCWfp+pspV98H7mJVNKZe/G4haJ8TyFeTfEHhacxs41bip9XYTAoxlC6veJsfvBNapWQ5q78yldW5HXmwSdS31cnyLt7ru9FJUhnkECuynyqglL1sHTKgaYj210yhm/KaBqdRJ6M5WNtWhwuhVKCf6i5cZvnTKYHYqaGk2YvsYtS+LD44nzqSGUMpQinFpuZhSq+EAXTQRvvM+Xb5iS7XF8vSGR3r5/Fdibuiq1chZhbiqxs2RUD9l8axL4Q6srKW6J0vMIM1JKA/ny/rQwm/PL+qW9fQ5j375XuLSjrMPKYWoortMSH7pMM/vlyt554BYT8oEuusmn7vEf494yv8c97nGPe9zjHve4xz3ucY+/M35XE6qXtwuPD43vNE2cz088tnL/cn3l9dt1qGdtpVKlsNfg/eTpzLqtLPk0JgonnXnM54EXlnnn+fTIa+MrnE4nsia6oujztLCb82rNd0oELcbDY+vMPr/j+vorNCPgyoXXfeX5OXwC/ukffuS6X3i7GKVB2TaDB4Tz1FX8KtVtdENcjbfrZUykkiZWPyAh11JwER7OAWNUVRLGtft1WQzau99SToyxTzet2y3wzA9NfjPrzGWDUpqXwXVl93p0VcWpXqO72t7b/DC0EzpUoHeTj77y+DuHVLS5oO6HL2CL28fScIHDw6FLGNvR7UMYKoDuARvoCklJhEkFbeo2xQNKIz7mYzczs4gsKVAWTeVNXPBaB7RPFChldIP8LsH13cck4VkHzX8pT3SluSKVfV2ZpphI7dsrH56e+E8/Bk/zQkGnxMvbhXKNa+JyXYN314013WIa2pu5WWFSUuNxlu3K6+WFJXeeZvi59Y6ymWN1H7DUWR/wyQYs8dvrlZyNTZxJe7dWqCbkKe7v8OE8ZIlrgWnS0dWeFsNlH/wAzWd2K0NBM2mm2AHnO2Vl2WH4OzWI4l4K12vnmzn7/jYm6cgU3ddTrI1vb2/87//X/8HTu5hQLSLMIs3ON+5jlTSgcu4ZpPyGh5nVxjSouISscl9JPeBTDoeSqHnzuzu4X5XDI6yNqG44n23lGrLowRvr/l5K72QfXEq5WddCdrlQOSBYkDCT8fuJWGOoHDChgFZ1KPsdkvM9h5sPaW5NQtLwlQKa2KMz9ftqylxKHcCHRPBu5BCSCxhqvHO8Bx7TmYaa8WZg3+87E0WdcW/nJG3a1a9xwLQ7h1DNKbUOGNraru7bq1AVTLmBynpwSPu1qoly3GVk9YD3t/tor2E9klrOYmqoMs5LkZ3kadxHZY88IDzujnPpfsDuVYVVNnI/1yZsbnxdI5m7rJVdjhymFIlj9u5BCPtWxrRQ50T1GxVhF3LO47c0iel0Io8JVNLEaUpMqfO2lazH2l9rDQXWzplz2M0o4zMMmFnytV0fZ162nb3tR1kSJobdonZcGxz6UI3tPmEQU866G3X/d3lT3yvutIW/Gb+rgurz+sL58Y8AnE/vkDkFzh64XuDX7TLGnyITRWFrF+f67Wc2V7IIe7t4LmWnlsuAz5ymTJrngR9+eD7x8PyP/PLz/wvAskzMdceGRHlio5Ku8YK//PpXttc33pqxb9kr86y8fxcJ11OemOsZl1c+tk37169fECn8w0//CQgy4adPv7I8xjHtpXS8S/zdja0KucPpJLP5PvDKi8TCo9o9pqCYsbW/b3th3VZUYJFIsKzCbhuc4jWv+8rbty8D07zuzlYL1sbnU+MvTI0zsUuQQjvsSBFEdZBOncZlaM8fqsKD/9CsNf0GReAhVdohPw4Uq0eR1hzcf1MECTfyrsd7Q0jYq6ZRcOHheDUkWbubvDEWG6TtEkOy2DBPh5QqMOXUyOn8Rg73Ht9nrJedpN38UUlTGrr515cL+TnxMDcPqfMjp+WBb2vA9yqCTBM6Gd4guvu2ImliytFkMS+8vq4sTaxhOc1U29HGo8gphZRt6U0PI0lGGiQ4AWkx1uZlUsuFeQqRGQhit7hyfdvwU/8MwWpha9/rLJV5OtP1v69vVxxnambEy6ysb4cYQxJlzumGHJSodafm+MxlSszT41AwX2vBqlB2hidLSopZHhs7tSJLIs3t8Tax+SNvzcCch0KtDGENkwS2juZFSik8XoaMcYP73VgzRCHUeBmE+ISLDlnqzjEbZsCSIqEaa4QANholIo0z2QtLDGcaaE60kHQaqaM1MKG3bdggoHviRwFFQH98EPAtoDu9iENR1QFxrNYK1Ht8lzFJovVGqBLwt8t62G2YyeD97duO2QHnVQsRBcGGXHdtBVoXV3CCG90bie5GskOq3ST4U30PTq4httIS6WIVMT8kz1PkTB2CHLA6od5Iiru2RH00FAMW2Ju40gywD5aOIqKjyJs0+JU2eF/SRHPaPeJnjG1wGXOeW6PJDsi/RAN16pXmLuzl8Ht7mh5IOnFtzfGX7cI8HRzsOStZ0+C61rqzTHk0R2oNsZrBPVMnk8Z9a16pyakXH5+Z80Ke9BCdcYuGSPtemSi6+jpru1HFmG+8s1SNj+ld++12Pl9X1t6YnoKzNcmRr5RmSNypESbhG/a6xn5xvW6s20GNCZPxI4dK9xzmb8bvqqD66fkD53Pg9tM8UdeN15cgiL/sX/jx/Ucez0Fq/u+//Jm319eRROz7hpizV+e1rQR/vrwwo7xrO+J8fuJ6ufLaGJjy8kaaPrG3heKXly9c/DD2LGZ4ynx9DT7Uy3//F6bKwCtnF+Y5cW6d4V8un9iuF8QyU+MfPZ4f+eH5gcenuGne3t5493Tm4x/+FwD++S8/s738SidXbgVSOpKdqg7bcQNtqWOcewtcmEU5dQO7lFhyQvDmPwNUY0o+FPF++fKVYmkUltWjY5O0Y3UTqjrUirxxIWY5bmLSQZSPJGobxU0VgnzdVx6FqtFF6c+RXmF1hcTmfdETqr4I9GXaPXq63dgvOktOt81LImELM7rNhjcDYojJgRtYdfa++dAmBL0LRhxfX3SdFB2nTmq/44+/+9jRcQ1a3UNhqnUEk87YvjM/NFGb50eue+HadunKxGXbgxxcumjMhhqkxtu0Utt0um9cFQH2VpSJSahstazLK5ymY0r+Vq9MZB7amrJtK1UPPoLq3Ejjhb0VZboZaU6kzm0Xxwrkdv+fF2etFW9NmLoRE6V6cIOWZRmTmH3dg3vU7oO9VDQfhaeYkvLENDt7jfPgPgU3qCd6WlFNaEsMZxH++OFHijb+Uk34pGT/LbeoZys2iAd9zbHgQI2JVRQjQ5QiXhTJzOCHaHBPbibOUg9ehEllqJzROFBJjwQkE0bf7TtKUyHsvK3urSejEC2Ihin7oXga/3GjUYHShCjacYcveue73ZVEv+cQwiQWogBR95sGXkg+dPRKqSU4Lf2C9MZhchnqlyVp8J76vinRAKmjmSlN9bNN3SlkmQ4Ni8Y76gWVSXgt9iKuusU2LB3hIq1Y4rcQEj9uHCGRUz4KosZTtDH570WTtsdRcpj2e9oQhNqbDKrt3h6nIbxA1cmtEZVE8SxoX5N2J3ni1M3KUzR9+2RYXKlVYW6CDznzoAvXxju1BKdpoXujb/tG1US9mW7vaR9TNtzINXPFKVsfH1549/Q8CirR4L93ZI7QTIs7+iDHJHBta1hN8Dhl/umHGCJ8W7/x1y8vw3ie6ZGEIHqgkdppid+NECRyiTUZYLOdXcrYX5JEce1dDfXfoXTu8du4z+/ucY973OMe97jHPe5xj3vc4++M39WEKk0z+yU6ua/7yl73oUpymk88PJz48ccfAajZsD//G9dWeW/7zjzBXg5J4iuVC8bUugxv006hhB8RUPczL79+5nVtSoLi/OndR9ZTTMF+ff3C8/kdn16Dp3XZduY8MU8dnlOptvOpeUx9e/vCXguzPpPaxOmPP75nSplffv5zHGfZeTg/8uM/xITqy+sLnz9vnBvXINeV3YzrerRrzBmTGKQER6y7ireauntCLLOyaGrjlzZ6TsZPH//A55dwDd/d4rx23wjXBkOJjwhlsRt4nYWqzKHCo1T3MdmJPu2Nn49El2mgql3axAoGOvsGitdfo1UPuKD66D7H39vY66bDEh2gdkzeplDDxTxef9vBFhGSGNY68eYVkwOqoCLtPHQN+pCS7p4OvZN9j+83ckqUrQNPJ1JSRANm9e5ppuwhOw7wtq68ritZYmquoqzbG+XqrF3hqt0FdYwgHK2My3Q343KtpNYZ1Zob3KU9ns441tzuYWGirJWUuj9KwMWW3qVMitXC6eHM3iA1+1aQaRqcBFMnLRlr06G9GKIz0jrjF/+GI+Q2LaplJi+ZvanjaVJmmQ74rQU30VvndMmZa7piVEqf3ppQ6g0El0y97FzadP9P7575L3/6I5raMTX1KR+YX/stpLfW4GkOuV9v60yfYKem9Nkh4EpgrfZx8tPk1MqQQhagSh6T+oBNJaRzIHJGkw6OhGPYvmGle+EEpKdbd4goyevwrRJJzcMu0Xud1o/nWGTiSDo8oCkRemuVS7r3SL/v0IFksBp3b4cYBxS072NxPXXgOoQPUUxnBJrdgAKih6UBHgiKrm4nXnFxUtubzDXcCNqkuEpMyHOfQGmK9+y8LosJa98TJxVQx3a54UzH1KorDw7eYJuymoY/ZveMEymIzCGNF28QH9TW1SQpYM79GFBKrQdvq0ECw8uq3+8BXVw7ekSaf97UcrlkXF1wb/x3FaQWHqxBsQVWNnJXT2z+f9r9myRRUda21xcCStkhgBU4ubKWfUATH08nEjpoBkkkVF79dtrsI6fRnDBXHvv1kZyPp3c8TMEr/fT2QtbMMtaANu3qeRk11qcbhpu0c9vXfiRk6IdSaQ1Hw/5T1H9PZL/Hb+J3leF9/fqFH54/ACF/XdYLuXlKlVL45ddfWa+xQWte+PD8nksz4VRXXi+fsQq5iUacpkTxwtaS6j+/fCb7wtzGoaeHV07L+yOBlhB80Ibrf3ic+M//+AOnf4ur8f/8l3/h6kJq3II3W5neEv9KFFQLmTxnzMsY+//00z/x5cvPfPq3KKgqJ0qF//rf/isAL68bVWbe1vgec1JK2bk0M1Ewclqa5wJ4dUQm5gfphxw32EDXOTkLT8sDj41jMU8Tp/mJdT8+Y70hTyYPCGEnwtMMK7t/S5HgJnQzU03SRsxHMdQotfEYGoyA8XdzjYSo5+VmOgAAIABJREFUCzy05w0PIDx4Wbev4UBDNEbvb4Ux/CjaJE7VAFo52oq4zl043mdg1qv9D0bgx4JTHbayDUGBYVR4j+830nFdFjMWZcgaz5wo5cJr4zysrjzMz0OyeL1sJDIv++sQD4hNvw5YKGnCfGd9vbb3XAKL3wRfNgwx5aHL+wLbto9jmrJyuezkJoOrxdlfr8zvmn+TFHYpJMnMczxnx4Lg3Na1eZ6p+0bXhzAkxBDaGmIuJBVS95mqO3kXcuNcnTSRloXaSFP7duGKkTvBu25YrZRqg/zuOGWrpC5znJV9PexzLtdXLutlfMYyz8iUR9NHPbgivc5gD984uYEEAqMYMom1bwDkJOGSQja9FaOqEjyODq9zoVuXxrmMdx5rUMqtwO7rmLJ7HvyVUl4oeyG1ZDWnGQjBHujvFa/va6m7tzVqpFUcK2Anu988rvc15rsOleHf6B6Jbi/ovTf8pFu/hOT+3KC4KdFgvDauMSzsBfwGMyo3DVXEseIjoZ5UcJMBv1uyN7uSdgwSiXlvKYk1XmYvuHBW70VUL4ik+di1gsos6MfdVkUc8Y00xLDOmBWmbuSbMuY27EniGGzY2XgNzpgM+F4IebhBGfdJJZmPgmAWmCfh+aHlenPGiGUDugeUs2+xDk8mLA32F+9XQJ0pxeOC4uUQvdlKbQ3aiCoV18p50fF7npuUezfxrhZcyKxHGabpMAbHw6qjZylPaeY8T3x6i9zw8+tndhWmqTfLnd3K4KV6DZn129yqkUkRjjxnIVGs7w1b+/1a4+teUP3N+F0VVNd1xd7FV3p4fmYrK7V3YW1nOT80gjbsm3NezlxbgbWIcXp8x3Vam2EePJ+eAsPc33//ytte+FajWHm/ZU4PzodzdAjeT498vn7h17cXIEzg9mvB2k2WUviFfF27KgtsVGjFkKeNExPLlNjaYvHrp79gwK+vrfubK5dSKZ9+ie+xBhGytptw0pmTTiyt87KXikgZC8u2Cy6C7i3Jl4rkzNI5GVI4p4kP7x/5cI6pl1BZ942Pz5GUfbtulMt1THOEuNHspssefdQbbDCMSY1qJnMkOb8paujToP6/iG4TLaG5IUhy8yr15jExFJFa0nejSuNiN07p0c7u6UcBDBud3hhmHUUfrcvmqoN8322CRz6kocokg1ym4Ds6srY7/vh7DyuHT8zpIfHh4XEYKX79+iuXq+CtgNa1speXYXC5rRvFKtO8jCS6lC0uiz7EdEPmRJcWSFthNznUWOYUxUvjbVlypuRY4zOVHaYsw5ZIs5DsjDdhnDoThU31YVCckrbZbRzTXg18QduaIuKY+Jik5LSQVfHcuEF1xzUhrRDZU/jp1EbsUhO2dcOn/p2hlhqiEa0AMK1UOxTv3GMC/PQUa851u/Df/u//h3/6KRpmf/rjj7jbKLDMEiJ5CEmYRqJ28BZD3aqbuogIkhMy9c59CqPwoVcWxUn3GAOQnHHJo5Me3CUd3fyUFU11eF/hQsoyRIpUH0hpG1M11x1NJ3JPDKWgrqH0eFNkIUczRszH2gVtHRPoEmqle9zc47uMYmWgalQURAeP1yV4QoMHSIOBSBdW0fCNopIaIdLF2W/82iKZV1z6lDX0a3tTIImE31F7vNXg70mbgKeU4xotvYlcQX0oemKOlxDGuN2LQ9W3hbSjaHlWpaI2dWo5GeUNhkJeFkf0EJhSHLEyVAPNKtkTY6MVoZiBWytAQtxBp8xDf4+687g88qGpQk85sVUjj45qpU6JtRmm1x02lbH2pxQT/aHg6zUUPG8KDkfHd0iacHFOU0JqR0W9UW0eOcrOjkrh1HJUkRwNn74WGJAGBZ8lZ7IIm/UJV+KcbBRD1R1LE7X0xrUca0evp4FaZXCqqnuwhO1ozBzT+xBBusf/PO74gHvc4x73uMc97nGPe9zjHvf4O+N3NaEq9sZjIPx4Wp74tP0z1711QK3y4fmZxyk6Er98+pnP315HJ/Dd0xMfHs+kPLM3Ccn9eqXUHZ3jNc/2E59f3/j89hWANC3oPPH8FL4zL59/4X36ga9Nqv2lvPKXTz/z8jV4XUtSdpOhmCJJ0JzQ1tnNmnhcFub5zJeXmJx9+/aNp/zA1oEdu+P72/BHKlYQT3hpXfC0obPwPMeJ2JcVZGZrncvLdWf1Hdp5mQQoO0vrFv34w3venx85zxlt3d6t7LxtO6+X6JsHvUro4kOTgpMGnriah8RoO7fZM9UMyV2KMyCBvXuECFWNri+cTCB1V2/wYmjS8JKohzpRxkZnxUUazLqN9LU9/9A9x9ChHOTuqMroKNQ+rRrtwOj+Hr5VhoqQueWftSMcHURhEsX04IVgPiAcvZN9j+83cjVOzT7gYcrspWB7V/FTqhdk71AVYbcCHvfida9UFZYlD1njUhTIg6tXvXCSzN5gw5hQ933wODUJXpy3rU092gXYr+RSV2phrA8qgrrije8U0JcpPE3a9EXQ6PYOhctKSgxJ8mIT2JWceufU2GphbpM4MwGM1BS1RCf2rbC197d1x5TRNTcPDmX9DWdR0HwjO1wdycpWr+0fMl/3wn/KnY+0kyQPiM6kwTsavIrOx7jhFLkVxI6pW4zC2zRRaQpYOrgaIk1RsL1eJDcuR9tTPLrFqUvW99e3tdQRfFhoxG836Uxp/ya+owKpSeZDpu6VWvaxjklosY+pRBJFZMJta68p4UvVnp/uHKrvOqrZmDgl7XPjhuzAYupxEOrQlPGm6Fc9QRJCGbspCYtjYgM6K6LgxwTbaQiSdt/sfQrdPqEYMbXJNxBUh8TN1KMyJlrmhpqAy5AcT0m47NugAKSUSRY+TRC+R4lj0lukNGU6G5+ZXMjSzxF4HX8OD8kpo+MYC8WFQiLlzqES5Ga90TzxtJx4OsXaPE3KWgoldcjxmcu+94E221a4XgtpiRP3NEmbaOv43nYzLZymmB51hFSSTM4eUuddPdkK1+s2zsNGIauytBx1r4Z7IQ2aQkwOB7/NnZf1lbVLvDqcUsJ6Hoaw1crafmzXFFDnfEy8rzU48iO/dGk0h85l1Vj3OnTSjon9Pf5j/K4Kqg/zwrTFxfTlr//Kr1+/sZzfA3DKzoQOgqfqmVLWkcg8PGXmeeH58R1fmtnvy/YJ9cScOxExNqzTHO/xcHpoSXOcxvVtp+ZDhODRF7YLWEtM/vjwjs+vOzuRJFQL7sK5jXgfU+J5eUAn4VMjR367TFjyMaKndonwiKQTLgd2Prly3XascQXOObPMCW0AZJ+MJrwLxEKxJHjfuGcfn99xygmrxt4WyVKdTy9v/OUlzsvrtcYCfUNYSlrHjb6LI5KY2ypepI3Dbyi0o84hkpsMY6xcxSAJU0tsTJVO8+oY6EUaeba/p4bry9yN9lJA/rxBE4LnL8MzRlVA5cZXouBI/DuxLrrbONBuaGeqQ8AjJWJ83+Rcd7GGN+/Jb2FOj+HhBUNS9R7fb5yn89hUXsuK1TQkyXuxvjdJ9OrCw/lMtc4T0sYtuGHCmCFpwzspPG4s5lYQFOB0nod5JwZrKqSOTJVKtom1RANmnk9U2wfvJ58yYoYvndCdw0uN/ZYwiCYZYhpSC5Iz0pKRCch1HsnBlOIY+y08ibKkzNILLIFrtZGkFYl7v9soDNmJNFG9i0yUKFT6MpcTJzJr4yzsby9MyZkfonnlaaLaxil3P70jwYv/7t+tEy9CvKELSIAgrgc8r9/fdthDqCZkykgnk7khdnDJhAKSj+9Z9vAm61hKd5wr0AQCNOSeB19OoqGWpy4QkPH6RjXDazSvpjyh6YBkBV93u/HH6x5jnQNxL6i+5zA/BCCQHOvEgLn3Zt7RNBD0gA97WBW4+fALShJ7Ws9zzCq3W3dSwXLwmuCQ1N5HEi8hZNCvKwPsMBN2D5sTqx3GGvDArInUvY5qwb2O9VGlcZA6HE+UijfeUuzTSXXYLlRzHBsNnQ79zy2nSbMgSQYMcd8rpBCIKaPZGTwobevssmTO8zxObZZobG+tiVKsoO6cGj+W3dtacVN4mLJ3n7vGE+u/hShk1aPwdCdpZtLErL2xPDHLirVze2ahWhkwYycaKT0nMQElDf+u675G4djNys0RT6OJlDyoLP31Vw+x/GjS9PUOSpXw0SJoEeIMCw2yc04S1BSg3o3D/2b8rgqq9+cTs/eLy1iW6cAb5wkRYWvVvNsepOuOOU9QvHK5fOPb6xcAvr5dmeaMlp7oO7U4T0vg+pMkXr99YWsqfq/7hm+g1ziG87vE63Xnp+cf4vla+PltG10PTYk5p3HT4WB+hTqhTYXH3fi8vzK1xKKmlZOfuG5tWuROSkehWLGY4nRCeaoYmdoXyDQxoaylkd5l5jzBD89ReD5MGas7k0zsbRFe951fX154vfTkJxbibpInLVHsW/nUipW+6Ko3taH2d0Goooe6VVP9GUkR8b/78+c8mNejO6eiFL9R6ZNE1TZxg7ZjePCqiAXQXKi9K28e3XuO58el0jcrDzx4n7JJwqhU35lagjRlaR09b+cyIZLwve82Ej5gnYR+N8X77sN859LWDK2CZiW3hovWzLIYdA+YPRTc1paQR1ITprZ908yqnJdp8GqmRLt2DzKRFYa63ZROlMs+Nrg5x7Rnt97VruTHCbu2yY4krG5oG2iIZMhCyortfbOPXkZD7A9xha4UaBi7Q+2dUYNShCVugyCPa7qZBhtJjqTNxHEzUhP7mabEbqDrhUs/D57waqML7UCdhNQSmlXCCLydWqRuIMvwEhavcQ/3wkNogh/t/apH17ub9oqDyVhzVB0rBzcp/jHI+pZ7QlOpe0V6uz+lxqPsamUaohTdA7AYbhPdI1BlClRC1wsoNY6hJzc1lAoVHw0vTcGt6l5nIjckCoDiUH0II9297r7vkD72BJSKqo58oSJtkhOPrXni1S600oqp6kezQzRmEWPn0fAWGsuLHpyseIGQnLH3TyokveE7a+yJRY43nDSKLmjTI99AZXCcahWUpU3caCq+N35LKdYgGUgOJ4mPaWu1UItKgwiWcD8MjdG4N30UM0rSWJt73pD6WbB+88U32vamlpoKU3pg6oI09EIx1vp5TmTNpCGU4RQKbr1IjOlRbZ5zqnPwTPvU3ywKLPEhdCUGc5pG8ZpdKHZbtNzwJIkp4FIFaWbnW9lBZrz0Ii/WsUP4tCGBuoiae+PSyyGmpcK+1fDgIs6jkKKJTfhc5SSU3pi2ew7zt+LezrrHPe5xj3vc4x73uMc97nGPvzN+VxMqd2Nv/KWLXsj6QOmTDSuUWlGPjsNaKlu98DRHm/V0es/jw4x55XPrWnzaC4/iFA8OVE4TJkrOx/Ro0Ynz1OFzlate+UPjVBUVNvuMt67G21rZygu6NAztaljOmHd1LOHzdQXZyQ1WuK2FWm10Uk/Tmb36gOMkaN4IbbJSClUMbXKeKSkuOqQ5M4rUjcc5fvr3D+95muHhHFjiJIDmkAy+xmu+vr3xclnx0jDQk7dOWeuMhJ833s5tVqeqY20kX4pzY62DEJ2v/tt4VwVsHanJEqpH97g0pLKKkjru2p2TH51cxJhVD6y4O7bX4flSq8dUoCMX3DBjjMNDnvbgXJnFzK3LyXbJWnOn0JW05DcQG0Eb5CFek9vvOnUYod/7F997bFYGhLcWOCWnifxRK6SFwS3KulCKUVuXM+czlY3Luo0O8sPDFPf6enCJ6g2sJ8LZOuxMdlQblw8o+w4i5C69uxppUXLzurNiuE58/RrKow/PypRmEmXAyGTSUDNtx4kuTKKBMSG4gGLKPHUIT0Vd8H5IpwVH2Ft3Nk8zSz6xbpc4JgK3P3g+WUmbgUw0yisXL6GQOb52myhf2nvmidN5CjgPYJaZPI2J0gEWikhe8XQzNXMNddG23rtb4KsGlC64ISFKfNOxTwJ+4yOF4w0WFF4+htc+eVMmzcdv50bSHBBmYrok6ZZ/AphRG5/OSwUVNOUxwbTqhKxxe8vkiNQb5a+2Arbpodhd5e97DlFHO6qCgLvd4FdBOO7bajh5TEnEwgNRsXEJVveA2nYorUARWMZ9FmtNv+L77dL3tQ5u1S5x7kZxGbDn8LRstgsEEqRUxVMa0wzHA1J8DN2bqmj/zg01f9y8iPhQy3U3zI3inY9YQOJ+jocWEvPtA6Z5GuiXEU5AduWQai91G/LwUjJZ6+Cexm5f8Lam7cXwk47brlx35pzHXu9mmAmnxodMeYrv0cEqKWNWkXQjJ69Kqj5sFRwJz7CRJ4Rvnd1InwphxQKwFUOljIlmahYLpXabB2++Cg0aqcIkCVUd9IN1K1xsH+fB2zrfp4NZlFILb9eWN99wQu/xH+N3VVCdnn8Y8Ly97szzA7UENK6UnXXb8JY0lH1HDJ4ewnTz8ZQ5L2fW/Yq0C/KkmYyyN/8l2yoyTWgjXyeMZUosDXD64bygeeGvn38FYK0ZnU58ap4y315fIM18fPgIwLV+Y9t2vuU4pskyySDn1EiZsfjt+BCyUKmkpDy0gsk8ioXO04jlVIfRnuRMUmVuRn+ugpjwvn3vP757zyKVVl8hXptsZuLSzsNrqezYKIAWU9IkYxNXTaBO7dUM8T3qwOcAcixGIcMsaMMhFoIUPsqNBFmnbgcDdWtvcjxJSuwzpa3CWTRkl7uQBhaww5txuKiPRXuSjPmNB4xVup8xhP+NksjtdzApJIutp3SOhSmqN9+r/QKdCCueMLNBzr3JFu/xnUaaT0wNhlauO1jBG4fuNCW2mg7fmGxIZRDAJVcSieu+ow1eZ0tCXAaXiGmhbnUUH0hctx13f33bSAly+/tqgiZjnsPi4LJeIknf2gapARnJTVjHqJRamf0Qidl2J02HV81JSyRELdG3JgrTr1/zrRUm8RlvduHZHyK5IriFtpfBT8xpQicZhPDLtrJuF4rb4eG3GZagtiaMmrP5Cg2iPeUTayn8y1//Go/TH0nvbRR9nZ/UteDFUxOV6bBFR5OSc/dTmfBah6WFuIGG2XiHHkmDdErpnKiCiWLN90e9GXm399B0Co5Wa/qIFbQ4MuB67T+GLPaEeRl8N1GLptG04N37qu6I5kMrx2tAE2+WEs03HBk//Mnu8f2Fe6Lz/mvbb1pvhCxCKT64iJKI/a6/QOfWGGFAtuKNFJNDbELhqGa8tTMHjNDDbmRI+UdBJ329cgnud7/+VAOuPOr7ipgHj6tXE7ni3n3XYGtNgFEYujS6QzxdCI+67tUXDYOKe/dz7AQDGccQt9ZRBIYARW2CCuBFyeJMja/+dF54WEC9NdRbDtPrhd0F1wQt1zMtmFdK6VzFXtx2OJ7hvuONDmBekd1GPiIpco7k4TvYX0NOh8AYwkSijEZ1/Fi9nTK1pm+3RnBTivgohiaczYzdO20BkoyWM4soQoh1dfpBVXg/n7i0L27mkX+273Upzr5euTShtrdrF8O5x/8oflcF1XR6x9I6dB/KR1I+89IU+V4R1Fe6fcJlf2WrhWmOwiKlGVelVDi3DnOdoHplbsTnfS9g+0jCv14uZBMe24TqfHoKP6aWYF3KSkLidRDKWFPi5Rrd4jwJJx647tHJTSKIani0dJytAtUHhjWcr6W5WYOrh7JYOwe5bb65E0ARsHIUQ0l4WhZ+evcOgI/PD4gdnRlvvNdtNX5+iXP36fUNVWFuXYt5OiHJDvM/TWx+HWTJRKJaHQp8wTLyUVgoitRKbQlWohMuej8sFtvBJy+tnyU2kpFi2gi78ZwqgbMey4fH/xp9qr54j7KHdvydQ5GG31W8vuOF2zFZN9ULfDcEkT82gfYpEkVfP+4ocm0s9Hd6w/cfisDWNkR3ztMZ754vZuRyYnttqlvFQqGqGejmJNSqJHWsrVMvr5X53RPSptZuHupxLZmoOCYFrb0QqJjNgzMlUnFRpvb6UgvV65hwo4YXZ17aepGgXFbSaaJf23Wz35pzSiIRTakIoRZneoy1UnbIKaHt3qnF8OxdchCrjYDdGkXaNvGubGi1sm4SanYt6ZrM2JMPhcwMTJKG0qClnesb/PU11qSfPjzx8YfT0SGmcSzGQEqjyOi+cvjwwwFIKY21FMBrrLUiMlTV3B0pmU4GURWy5rGu6VpROQj7rtKWqS67QfhhNT6seQ0+TE+yTPFaoaufphwCPW1iCFD2gmPD40vQRhA71jMRHRy8rhh2j+8z7HaTcEB8iDmggm11cKrEY+rjN1yi5Dmulxsu4q2abbyQcZ9s1VBzdHgfhaDUgQ6Jos5aEl+qU0lMrUGbcrCdb/dZSXGJOr3ACd5XbzSpG6ZH0l5qpdYb0aoa063en1VVkmg0bunNUchDIbTxunpjoih56tOe9j31gtXEc1snn88PZD3OdRHHa2nogNjvRXzwYzeUdd+HOfEpT3HM0hvZHsVNz2lKoGpkoFOE6rFet/qYGQ0BkJ4nmQV/qv946iGE1n6LlDMmHOI+kkLNuL3fuu+tCO95lpCEw54rBU+8VhmF5KRXTifheWkNegNTYWvH9LJtFPfR4E/39eVvxh2DdI973OMe97jHPe5xj3vc4x5/Z/yuys3HvDA1eMWkFcGojRv0cH7HVq7dEgavhexvQ+L4ul9Albevr8FLAN6ur+Qp83wKVb+YnAh769Z8vlyYkDHK3tcr5+d3/OkP/xSf8e0r//zl34ZC35IntDiXNqGaTxOnrMANJl8air91SqrDXpx9P2RNXSGPDnZFhDFFy7kr7sTf971gFM4NpvTx9MCPj+95d45uc5aQN+5dWbPE6s7Pb1/4y6efAVjXyuPygDeehsyCl6PjJDiZQy7YrPlRVPnN4+FzI9FVGlwFCUWgjoHuXZ3uMq6pc0r0RkksZFc7KtDaux1y7BISyF1GuUmQ9uZPtdIg6QdeWZgO2WUcUxseUh2tI6KHig599H/wuvr/xTsCcuON8xtezD2+xxA/OqnvHs+I2lC/25snyzS1yU60OfG2JmlStlJChrircvrO5VrIjdRQtvAV6kJuZ3UsJ/Ytnn+elOLC1iB9c57Q2THvMJCCmzM9xEJXt43ruiJTV5rUUJOzPI4BNspunFr3dpqmmNaO+09IKbH0CXOe2KUMLOPkCSYdUJW6lbAUaHAZ3JmmCTzW2teXz5RrTF26BcXminhhSt3TyRBNzM2i6VWd69vGeYrvtUwTbt7Vf8lpCo6jdbhMdJxThx1Oc3jVDIW8mG4PXkdSzAyrdcCraWuG3Z4HEVJbdYLPFJ1wIBY69RvpdgH88MIqe1M47yMGC5hxP8bGXU0zlA4lUsWrHfAoid9lKKR12FGHOt6XmO86zMphw9DgWta4y0E+uuVUCSVGCvFIHRflt31y/49t85trJKmETHabFKfmZdXhuYFeT0MWXdURMZbOqdJQpbMxNYEphWNWh/CFP10ZsuiiQubG45Hgdg2moCbcdcBYtX23zjUSD66pje8N4QXR8pM2Hdv3ytT4jlqUU5p4nKfxGr3Zm53IpfA+BTPMDzSlt+Pt06HrulF84TH1+zCHBP04xcaU0wGtrBXBqQLbmB5OVGAbcMmWM3QYtEHGWdranTSg4V36PSGkyZiIRXK1GmtQ52wiLSFqyCFNlBqqkP0SWvLElBKp72EuVKvYurbzEGtQ+0im31fJ8P97/K7Ozr6/kUrA596f33N+fOTLL/8MgO2V674ijcj4w+MHHudH9sYT+vrzZ96WL7xdVrSNs/PJOAOnU+MzAU4akqLbtjOd5oHTfV2vfL0WPv4Qnk6nNCOb8dZ8p55Pz7xtb/jejV8TL5c1bjxCXlgdRHVssr346HA5MWk3d4OlFNCc6Vl+ap4RexPWqFZ4mDJ/fI6i8A8fPvCYF1JuGFoPDO7ePWhK5Wrwy7dX3t6aZOiyIEnxTni2IEV34mqloq5Iu5yK7CHP2SGAqmB1JAHxzzqgc7s5k/uYTYtEyloH4Vwj83EZ6Dq38EboMukicc66CIUQ30tvhCAcGbC75gh0QH7M8GTDfBBS5FwdbiEBo/AbdY0qTrqBMorkSATphqltkRyfecf8ffdxgu3SzBr3nWlm3P94JfmO1A658NiM2uPtYuxriC8E5A62vZCSRoEPbHUjyYR02LEZVGXunnBJSFaZUvdKykw5oc2gNqedbd2HlHIVh3xjmukVyYJrjSIHmneSDPgKXnFJPDxH8ZJJzKeF3LiBn+tK3Q/+kc4L++uV3J5vGLVukaAQEBynDr8UE0WnApWRHMxLJufz4E2u68a8pIOrsRo5b+QUn6EpUasNrkgRC4PSISEdeYU2AoqKQi2Dl9Fvzt6gqdUwM0rZb3yoJkSN7qzp0tkbDaIzpSGX3N4k+J7dLiJkbg74trfn3K6DKgNGFFipgIl2EYBJBNywTu6QkEjvEG06n2RgvO7Gm99zGIefkhIFTOcZVq8Us3G9mNewA+B4HJw85eby4FZmRQ6UPACTajRP+m2hAVXvZrJZQ8Rgb+8wqVJF6fZMgWCt1JZHoUpWWL3B9AHE0RshC08ZzJF6QGuzHAJR7iHCNVofQvOZbOuqOGutQ7xjFkd8wv2gOVg1rBqSenGReHqahuz5XkpY4gyagYQx8qAEOG6MNevbGvSNpX3xnUrSUcOhGtYtc7+31dvd39Ztl7YeMLyr9pZMDGqEO4hjXVRChGlJA3ZYaqFYHUVgUqMWh9ZMUzEe50SXPCpbYVPhsT2eiXV4p9AX2jnP5JwOTlXx1iju9A3IyBDzIN9BbX8rflcFlWxHZV2nb1zLeSQab+vGt8sLW7tY53xmybkp5EVHc7sIXpzXa6j6ue+UfGJtylKlGMs887bFBVxrJadMbZvy1+sLOZ95fQuTzUnPPE5PXPbA/V+2a1T/0m8gYoLRkvhS9objZ2CY921HXDg3jCtIdLl7h1Idsw2rnTyZA6/s/YZJ/PHjD/zDx+BMTVlQqaOjtBtY2bk2f4ZaKq/VedsObD8o67YP1R6hMEs+/FDEm6mhBOX/AAAgAElEQVRd+7s5KrD3rimFfONTs7NR3VmasIZIYUrTjfFfOISP1MANaqhn9eSktkmBtWclYlM4DAcFtQPdHdOro1sjmqL71hOwWMvGlC215VAHPyKOI8rCXugZKr0rCO4FoRxdKVIUcKM4vns4fO/h1ZF2r2ylUM2ZW8MluXCpxt4TB1NS8t5Aplbnet05zcLzhxCRmOWBt7rRSY5Om7qMgsioqzEvnRRueJ1IvXEgjmkZ95Ym5Xw+U5qQzuQJVx2btrsyKfhesT5hmprRdzfi3itmxtPSptg5kVIi9U5qUlI1kvciLpKg0ojLqFLMR5Jl1Sh2NC/MWhLnNiZMKYfIQ59i5TmxzBNW4wmLbJweP1C3WFvf1pXH82ns76qO7z4EQtyj8z4SS/3/2Hu3JUeSJE3vUzVzd0REZlV3zx7JFaHw/d+IFxRSdjlcjmx3VR4iALibqfJC1cyRI82+mLssQkW6q1ARATgANzM9/AfB9fT/woxmHc9r7Ca4B/lj7L0xEPDkTo5mr0/elphiD8WNuWGH4WUkRI5rmQ2VGC7IOcFSRerJDREM8yz6plhOw31H8hxLw55TlYuYmk4mRXlMl5/xs0U0+eLfB85k+ESN73zwwD0FVMbP3Qk3VxPQyFGK1tgbHpAW7mfCrFVSHfAs8sU59xNRtNQ5rT7agYnMqUl1Sb5Unv0u7ETjdwhZ4GXypiIKjmPTMy7Ucwf/aNNYC334cS0FaXMIi3WLpscQnHEQ7/NcPvIsX+rCIFG9rgufLi/YKNokhSfGcvGWDe0T86IqcypWzTi68SkLqsvbS/BbR/5RHHX9oUDDUqUxP0dJc/GRD1gHqjMynd0N70pLZcHLsvBSt1nU3duOSglzdmKaienk8NYi0JfZZF62glY5kUQCC4rIxlsqVXdRbh/3U4FVlGY2fca6eXz/uU/qU6n4H8bz03nGM57xjGc84xnPeMYznvGMf2P8oSZUpcLbEtC2y8uFj/3GNadFxyF0K9z2qLSP+417KVy2lM1cK9fjoLdOz7bnq76ylUkVYC0vGNAGnE6EpRSW9Db5dPlMXV9mmfrl9jUgNlnV348dUaasNhoT1IEV7v1AXCfkLUKoS0l/k+gQuR/0oZhTFbHyMHE6KBTW7DisRXh92XjZAirT2g3TB5iuO92Va3a0398/+NiN3o6pFIgLjc6RnbMXD7+lASQoidMdXILCQpVOldFlV5oJnt1mt4XDjyn/Wauyrcv0T2iE7KoNSeTZ6TolYsMBRiYMIPhK5wTKPfhTJ8SvUJAJzxENn/kBLFCTdDIfU7Lovo1udDenWb7E6CibAKf0c28dRCY3xT384HVOtEb36xk/a9jhLLl+uzvdnJ4dxWaKUdh7rKVisFIpJdbuLh8BqZGYRABI2JXMtbGw0nvnyOnwtl7o9sHYqtctJkjTb00L9H6uJVUKC+/pAeWlsmrl6OeEqtQKR+eea76oshSmr0tIgdv0KnFxvBs9YSKvLxe+9euE8PTjDks9lZi7se+dPjkN2XvOUd3RwwOuVJlrR5qBlgl3khrwuqLx2b6sJaE/MdlrXgLy5AOGvE4JdUium7RJkgpZY4WcLp7Q3bHeHaQFlHDaIuTuMCksg/t07hFmPvfSbs5ujbIkZKvW/Nuh2BrwvAHZKkWQWiYc01yxHqiDgSVyTXjUhGMGJHDeAA5eT8n7J6r4546KYI8eUP08B0FQ1zkN8iHBP6aVUpCEdZ3QNUWlzWl0d6fWhepjir6gFI7cj6pqTIvynm4uVJw1z8E7zoJPnpdbTpbGflSCmBgpzSBRBfR5QmG7oer0MXE6oGwnNxEHf4ARCtCtzMnLfgAqJyfZ4qwdn5KKo1ID8ZIT69e1sFVl0NEWkVDPm8smYZK5joYn3sjV3tJm5tfMo6gLt+t1Ip7MO+qFl4QY16QXjGv0zLncT25Zl87DR4ea0KRNpc6tLGy1TFqKUkCE3QbnPlT81oRui0jwuAZHU0tO7fJe6A0V4W1b54Ry751bb7Th2iGZE47nyJHlnGg+RzD/MP5QBdVSK9uA32y/8ttv/weWUBqtFzgaW4ox7Nd3Dlds+FQ5/HZ953a7U9OczbYD1cKnsQgX5X98/TpNNv+8FFZhkrkvb/+e271ztzReOxrv7YOasrk7OxLlBhDjceWUSG8QWFY7pTFRBT+LF8NBThhJLbCtlXYM84ojSaOxsP/0cmEt5cQ4p3fKWOhVYTfj9+/fAPjbl++YR4E20COOgcv0mVERGkaxsfmUH1aaakj5DsRgt8R720mcj9H4+HsB+uQmYMG/GlzvQe62B9+ansCcMeYPZpmeI3yV3IDyc5ISBru5YVaEbhJEznxP7vG+GJ+0C1tu8oohKTIwMM57MxRhXQb0MaAT05QzPrwpq6ycCd8zfs5o1ifSFVWsGUfiI44eUv814TD9vocgxfjaq/O6RXMkdW9C4lgL6yXuy+8fhjWQkoemgFhnzYPaa5hm9+FF4tmUyQOweY9lNZKwEryimmtppyO6IZvQ9tj7rvuBLIU14Swdj8P9Hq9xKFAq0kYSFo2CUXhglbaf6xuBdthp/lkKjT6v8egNc0GtILlXuqyUN8VSdKL4gSL0KQ8vIYU8BGBkFHyPJ/x+JlmiIf88ZX41DFDHnmaGc0wOFyVEmEXaKUutse8MSNXYD4ekeeyl554kKFijJ2eulNjjHwsxUTnNxIugsk7IuPs9YX8+G0cuSnj4jf07k0AfUHXwLvM8eG4xP3fUWmYya5Ro2MyMu8x7Bwjeca0PRUFK9WPMddHDiHc2DpQoRpInHlLjFkbeEJ0GP2Fi7k7rxmXwl8xZauRCAPebhUjXWBsaEONxHgOsAiC0ofAgBFwvb9oqCnZ6afZsdAzPqCiOOv0YXEQJGfU8m8WjrarDWkB6QmFPoat1CYrCMguDAFTKgOFL0gYeoI6IzzxqrQ6i1PEaTjTeR/Gr4E1pbUCvAbHTb5CWQh0+m9+O0Pvp6bUVCS7YQ17kwJZ7onOPAi5FjgxYldkEFq38+nKZ5ufuzsd+45YDALcwDv842vQMrRpwzus1GnAf5izLK1cbtJYowgYdYzTZnvH34w9VUP123VlegivUvHO3mHZAkrsdtpwmXerCx/uNPROTL9ff+LbvHLtNgt6LFMycy1t0Ra05H7f7NJMt6wU3eL9GYlI3YV0KNaUE9xfj2+3g2y2mZJLmtjpJzmBd50ZhIngFV2W/j4SqoWXlPrC6AsVOn4nilVUKL8mxEI3Oy797GyIUv/BpW6dQAiqonGZyHfj69Rvfvgdv7Hbb0bKyLsuc3uyjyZGH+lUOiuhU5VkQXE7vFCOIk/2BW+RxcXmNJd7HeCzOfb+dJnwW/hGDcD6IuTHxOTlvYUl4FlSKTFy2yMAtn6+BOsvoDocr8GniKYaYTa6CSZBFR3HkZog7BZleFXFwycO0QMBkYt2R+M7HFK0+k52fP6xMMYayXhDfpyqoWQFpLFlx9RrJgSfnsi4brX8gpDkr5BT1NIvuR8MejDnbYO1lstEOCy7eKAwcrMGSHMu9Hdxve0xHyCnabpSsqELkYE9eRTyHquK6niIwzVhEuI8CSYXmOvUO3A5sN9pJcsRap6UfX10EM5vFTbeevjK5vrtSl8anTwtfv2RHVzvbtnDkett0QfVCJ/ZWWij49ZxgXXuj2wWyWeWSJtuzmR/cjzrMxxelH8w9zDzU0U5KgEUL2aJNk+8qTErHPlUkEqc5ihv/fq53LeHTA4TvVusPiV4UdOPPuwle+kmXsjRwbxb+VBBiQxpFU3x2wUUbaAB3SAfPePzcZH7qaN2ZQkkS96TNgr6i4pPLWLaKP/5+91SaPcVZ4jaROWGoIlTXWdwIMYEe+83iMd/qs7lpFISW93Bdlmim3rPos4YUnR6UkaiPhZG5lzqln1NVV01vyrymKhwdxpjEi8Zz5t9rCQ73FEqogqmcvFDCjHaOzVQxC2PxNXOKixZAZ8Ib4l5GH8qBY7captuaOdJAm+Rc0KY5Vqi1DhRPs4L1feYnUhbEffKmJWeH5qe/pvljSzgQN0X0VC7V4F2NHKbiNKLxHj8fn3mb36114yVz3Ot+Rcxmby2EfDrv1w++3UZz2/jL62deawwarseVw090AS509SyKedj8nvH34jnAe8YznvGMZzzjGc94xjOe8Yx/Y/yhJlS3o/O37zEN6v0bNxO+7zHuVJRlrWzZyX0/bnzv3xBi+nS97xStlMWooytxODeML9fwjbqsF5blwpHcgy7GX7/fuP32BYBf//Qn/unPf+HLl98A+PJx53CmVK+74UXp2S0WD5fyCdfwih0xlZoTeJeprgcxBVku2+xQr0VQLdShmEMo2vz7zyHd/vqysYgzRloKFBn9Fvh2a/zL16/sY5JTCu4dLZfTD6p5dGuySxUO4adD994M5z4fK5WmNjsnxWLUbvVUAnIqJV8zVHtOrxUkpjyDi3IpG2rK8TAul+q4lQnhk5RzVQZUJoVX7YRKqp0cq67Bd5odK8JH55yaARzsQ+rZOpZAhqGys5aAJY7uHB4drAEbQHNiNilzz/7Fzx6DJwOwyoF4TI0gOJVanC2nQ7K+YGbcU/L6crnwsr2w76dKpxNQwaksJ2Au05tEEEqtE1F7u99ZdZ0S5t1g986S1yQSPnSPjijux4N0/4r3EOjc0uRptyPv99F1Nqyskz+47w21cyLlOIU6eWB3a5RFJpfDjoSljamKhoJpUsmyy76BO2+fhldVh154zV9al3yOXGs7jf1oHLfxvg6s91POF0fq8iD/XCilUpahjieg++SrBsXDThsGVySJVZP3EBjAqYDF2D4eVNYCzje4oY3WCmmlhZkEzHf661lgrmTwWxzrx3lNNibmw1Uv4J6SeqYAtily+FSFVMlpQMvJ+2nE94yfMLpZziFA+BHiB8E9nN6JvccEKr/zKYnefcIhTlBs7hdOTJOH0qTHpGPwnV2FVX36LzaP86zlOqwCt3auu6KFtTAnywFzj3U14HStdbrqhEovtXBrbXIJ3Z3e+oTXuRimTGQH9DhTcz86zNhEGGhez1N/rBF1ybNeeU1oo5eScMbBbw6NvjElU1GqPBCaUoXw9MrUUNOcU7ES++OAZ1pMtcpU7ExYT04CTQu9CN0cG7BCHBOZSsK4oOV8XKXQrMXUEhDSImNM2U1i/8/zp3XD7c6aG9CX9zvfbh9sCRf/vF0oyyutycxpj/3OsTnbp/E5BJ9uqB324qniOg+kZ/yD+EMVVIfZHLn+5//yv/LP//LPvP8e5rRVQp52v4Un1PfrO9/2A7WEunVjw1lr5fMl/VRE+P32nY97LIrX1zf+9PkT+iVf0JWvtyvXnlyDL79x7zvf3+OG/37/QGsJYjGAGap9+iWYh/ztgKlpCV+J1p09N4elLDgdG9gUiUU3DuWRCA3cvgAvtfD2krLpJf/reI0UkGj51X99/537fqesw99FwQS3PqFtrsEvGpAglygkhlGfYcGryIUtYpg6bcB3anDNyoBCAdpPWEJwrE6uiWYOMqBT4o4rKcU6pGMHx2t8lo5K5yHbQeHBlyq9raak9Y8HjaFUOaVbzZKXoIObEqbAoj5Jn4soKNMzzPyg1DoLYEfQUuYe9ByW//yhapNjY0dDpPD1a/AP3375FLLqmcxsdWFvxutryotrwGCP/YSuyZKNlVze61oCJjiI52ZsF+VIOXG6YHIaMzqK985xGweiT+4hRGGB1tkE6N5pt8Z2qVyWwaMw1H1KsR8Wct/Dg2A/DnyXB8hNTcnxswj07icMLYiDHMmPqrKB6+QihbGkcn2HSxYfy/KZdfXJF7gsQm/QU1xDLwu97+xp1Hm0g9aZBH4EtDryYKJcFp1wu7B/8plASSkhtjG2CwsZZq0L4gkzdIdSz4ZJP7D+kFEknOrh084/G5geQJUpHz02tlFQtYYdNmE0sUMVwE/epSQkK7+b2oTemWdIFHkyZa69P3eZnznsYe0rQi3LbIY0OwLanmt5wFEnpY84i1zOpkBQhfwRlcrxkMS7N0wIbyjiXov95yy4wsolG5OqeY4PGGIBhSO7LcO36uY3lrkWKyI+eTiWkuQ119Ido5TTjymOVX8QdzJqXTiywbqq0BLSPz4njBPu32Ndr5tSE6tWSphmT7gtLXyhRn9GO03s5Dm7Pcg5DKVzmRA+74bUSp37iUJ5pDFkKTauKbqtiPg0UT6JCqMpbIgts1lWioTPlA7YoOF2Qh27xT5QshiuFGw3vqR10P0IHvjAiO59px93qij/8dMbAL8tzrXvHO/jBom8ZyjcXzTgxaf1w7Oi+kfxhyqoPq7/nSL/GYD/tC1cr7fT7G298O3bl3nI7+7gG7dbPD5cWDdld+d73pCNRuuGprJLKSv32/uc1BzmNO6sWYCpCO/fdlLiPzoxh6GjSapGLWXydppbbJ5D7cZis1QVluxCqKb30gP5UZUfiI2KwhK//+u68edfP7OmMSjWp2FwvEZ0NX6/RiH529evtFImv0erEiJTB0f+tyI1PBTabHODnx5P6oHdvs8mhlHt3MTDY0Ln5CY4sj6NPxuCW5l8JS3OIudm5q7BJHHDfGB/S2wUw+ncDBGZB0F05mQWVO5h/HuMTr5r6H0MzHRxKGUS543BdRtTpSS++uwPIkWi8Br+XGlqOAtPdxbq6cb+3It++qguHPl936xRdMUtDa1vIcxQRxeUBlq55CToOK6YF8SMqTFQQ41u8DK9ddAFWae0HHac6pCLO3t7p2qSpZcNrcsUb9jvexYssf6X0llW4ZJCOx/7jf22o+XBX6lDL0qdxPUOcuAp66kdXNpJAu8HdsgUoSiXBazhyWdSnFJmM5giHdHwxAPYzcMPRho2eFpLpRbh5ZKLpBbKImys+dndWRzaJQWDPpz9cLznZ60KXc+EB40m0PTC6nRrs7tfyoIr9DZ+7hQpqDqW/lpzf5nkMc+iTM/Hwr/iFTg2eZnpczMGXK7B2xrTyG7RhBqFaE91NimU5ex0u50eO2aZJI1ETpKH8cDbfMbPGxWfCr5x+ths8sVUpVCn6aqC62wSmjmuzoMWUxhPczYKh7jUPFtVWcrphQYdCRJnXk+hPHATBXhbanD9iOZI7zZyfopGE6BqmQgUEZ/CUpBpQfOTp6WCeKHn2i1SWEQfpuqhiHeyjbJJ+YP6oc0mhGN0cVScdQhbJI/MZ1ISPC49P4gTWZJXORSXx3uIjOc8yyt9/r0Wx/2xeRp7x8DAuGVt5ae31VD4O0WrOiaNRVOEwpXGMVE2qg21ck6PxuQuH5elsK6vQAwNPr0o27rN7evb/cqtdf70+YVLfr/vbefrfmPPz/6lFLTo5I2qJ/9r1JnP/eUfxh+qoPqfPv8X/s/f/y8A/vf/Tfj65dsUqv7l7ZX3799nsSRUvAj7cNI2p5txKYV1DYKeHTfcb1O1y9y4HY11C5igtxtaLpP4uFaFC1NZcLssLEt2GYAwwDWOuUGGmeToTktKbmvvaBZE4tC5zOSnZsdTUkzDSkGWzn/8/AmA//D2J7ZPF1puZr3v4M5aT3jPb9/e+et7jNm+3w+0XmaRUEtoEt57p2UX3atFMTJHz2HcO9M8l+iW+UMxIhOVQnHlbvyQeGjvp2KMO+qniW5g52QmP10b+9ERg8YlP6tUERuQH1G6ndApCEESna8RRVd/2KTNfBZUi/nsQsXPs8s1jJ8zOWrOhEKORGbCjKSEp6IMEnr8bslfGGTSZ/y80bzP719LpVZhe42kv7cW04jcD+73b5Tlwn6Pe+j79U5dFMqZ6IeDoqB9NEw27v0+Jw3mTl2XkPglnOzvt5DXBbioclkXbils04F1rSfM2OByeZ2KfRdZ2dcbosqhpxrUWl+QMkyyFWudmpP1Jp1V6zRJP/wWzYdhYbBc6IfNwmMRWOvC4vG5KJVjabMJpLVgx0HXISgOKwEfEhud8lC52tZ4zbu3MOOeCU1hPw5aFmTLnKBnF9xiIiY2YEcHdEfKaHZ0ROrZFJIeE7ZSTonyJNfPzvocfg/oclDrfwg//9MwEh8KrNaNtWy4JvneWtRkU3oZEKWon1Avj6ba+D5JcZ0ppkMYBftjRvuMnzbimByFSHzvYyoQurVCy2lQWSuFiSqLQj6LqdksgVTlzInSUlhKmUV/TDjKLCZ6C1h9GUPVGufwEFoSOvdDWEcBJjHHKTOJcUSFjWWuTUnorD0YZId4S0QpBTco8zWy0Mj9opnnfjAU9hQ1m5MXczAvlFygqtEEqW5TNEK9h2HxaETkhZyQvk71BWZu5qmseTazHpULdQhGTIifRoNkTp9inzghyfF6IUwz9rDYScbeblm8DiRAsx3zE8kTgmY67VdK/t9AxHzswmF3XmRYbhSWuvJlD3jf7diptbC4MHzCa41Gl+f7aA6l61RHFI1PyB8r6mf8f8Zz933GM57xjGc84xnPeMYznvGMf2P8oSZUf/39d1qabF6/XfnyfuPjCJGK9/4vvH+8T6jNv//zn3Ex/ltKmi+yggcM5pJwm28fxlYKny6/AnD0G3VZ+PwppkH9vVFKoQ/5SnVa67ObuBShLDKhc0dPy70BQ0zkxphwVC3ZeSmz6yDqPIJ5zQT3HSsxcXqrnT+/vfHp5S8AFF34+P7B1/d4X9f9A3GZYhxHb7xf25jos15euVufY2QxxVTwKrjFNO923+N6xhjYYkw9eF7WjaILqoN/1LFeJqfCeufodnaDKajYhMqVEj5WMidYEjDAMU1ypZQQktBh5Onlh24PIpx9uPysctIVv9+C/PqALTfOrnNxoPs5LUSw7vhjx9fH2D4etiMgoWUZXbDC3X1271SVXezsWsizf/Gzx93aw3SgoBUkRWasBTeg5eTn3jW4g0NQ4n2nbpV1XZC0OdAWU6g978N1ielQ20eHEFb3uVZ6Twhtjn/lZqgY+z46ziBNqJeUQS6VmKQm1Lk3SllQWbHkJKhD95ZEblCpHHagiQOWGtPf4b/m4ie+n2HQW+cEuqxGXVfWlO+1bqhXvKUhevrnuDj35FFcD2dbYU+J+Zd6Cb+7wR0S4VYK+z3gLPvR+Ha/sx+X+bkpFR1tb+nQjxMKl95X42HFEH2wVShlmpLKgPz5LZ/r5F2Z+ZzEuaQ0/JhgeUzIhyWFeqAaZMC3PaSV56TLAuI37CacwHPLgHkzKFISeyQD2tjxNvZBnUiHvAie8ROHMM8JF2ji9FPbPwycM4c5SqOLTmhtwFnC52xOd8QC6pYH/iKVdakcg3bQepxz+aROpxRlSX6lARydI3++LIVNdZ6jqxRY2oTvFQ04oHvkIgD0sE2YXHFKTM0GpcCEw33uP83D9Hf4vpkHnWLCEvMcHvB8rZWqD5QECVRIXdYQbQFITYoJfSSmCadQVH5mgyuW8uZjNRmGYhSJPKqSOcIUF3KscGYgZul1x/l8ElOuIThE75gyJ1KCssg6oY+9a1z0AyzRTehJWyklzMr3wQtvzv0w9jnhekP0O/fk+K/LxrIs9N655l5sBXRxjhRO6g5LgS2FLUpy9IZx+PgOn/H34w9VUP1uN/7y6/8MBMTjff/gyI3luF6x3ufG8d4+2EphyUVa10oRZ6s6YSL32zeWl42PPQ7Wr/fvFIfveTPe7ldaa9hIoEsBkzmCRwUpwuWS3IKj83G7T8JoeagH4tcD59tVaCN5caWKnKR1AesFvcQ1/OnlE395+8y3r/8SnwHC7eh8/Qgyd7MYW9fyka9SEFlZ13jCbSmo9cDqAq13pClFC9scV3cwn9eqhVjow7fGDbc+oW0S5KSzkHBL6N25PQUPJZNCc0r10yVCE7qXz3+pyr0Le9cHmICDnx5Q3aCo8eNy94l5NnjYSn+AX8/H8kDedcIwtY6Rfym4GEdnJpImhhRO0jkBUygJlTJxMMeG8iDP+Nnjsi60a9wk3/evKG+TsC21UMVC5Y40tG0G2QQotXLfG1peeH3N1aGdownSRwOl87JuHJmUH23nONpUlzp243J5ZU+xBjcDqaxbwmsOoZRlQl2WVTla49ZGUVDTbskmT2LAdQbEt6hih01uhi7B5OjZYHFRjDYFINycUnTyNLe6UdQxW/M9NeRo1GwCqTuyGP04TjWx1iKZyyTsaPdQB8us63Y92PcbR0IXuzvfvn3w/mvAr98ur4kfHAs4krZZYFji/6cQToJ/xteQokU4iJ0m6CESMDd0VI7TZ85BXB4EQuL5Zt/EwiB95CAqFvvRMCvOXx4Q0io6+RTm516p2IQ2x3s4xZdEAh7osyh7xs8c+sA1QjQEoB5EDESgvOQ9IkbvPaGlUBbFW2YX49jCQZQjk+r9aGyLzkJCevCrigyfqfBWSrojR+t0mTQ/igubrnxpkRPZcYAoyzbgvQFJFJWZa1kKXczCoR+4OprroBGKwENgpptTTU8eoYb/41gSXYZf5PDJM1wqyFi3UGvldass068tSqnBb1aJxvGZBniI1EyuYuwPI6Po0gNCPBaz5/fxwNkWkZmzJN1yruPgt2W+NzwFJXaWZZgP14VFfBZINp95rG3j6Mds2IoKNJkNvu6d29F4txReO8IvdIhcvKbgz9UOvqX69df94Gg21UFrUWpVpAxRpLjocb9MU/Nn/N34QxVUvRtHFiJtP7iUF95yUf7Tpz/z/fqN//a3/xuA39+/AZWicchf7zc+XzY+v258qiE5br8e/PP1yvt7YFC/HkbpNzRJg7XA522jl4GrbaxS2Cf+1MGV+z1u3nvrRHkzJlR5GD4UFrIs0PZpSKxdAsc82tyqiMCaP/+8vdJ752/f0nQXQ1w4Zhd0o9O5D1fyIlzKKcXemoWJXc/kyMPRu4vPxGBbF5ZaTxlTcVoa3cb7CMfvwblYl8q97dg+pFjLv8KWCrXUE9ftJRzWHzha0anLYliCj6AIw4kz5GN9dqBEiA70SWAAYW7qLYncy367x9UAACAASURBVCiw3KnyYzJkrZ3yNhou6l5S8cviuxTvs1ujRUFO3OyihQN9UPky/CEde+5FP39c7/vM2dWVa+/TPPboHTs6v/55rJOVQ409eZulKMUL+37ndfCuqiCmpGIwTsMVlryrjrtxHO3EtJeKFGfNv+feKGoc7eyUuh9DzZePa2VdTwPKjrGtG70fWCZqpkHzbuNQBXTZphJhcCQWLktOue1gt2Mm+UfbWWtFRjFkQ7kqDc+1YqKUYTbcD5rDUS/UXJ+XUvCjQ7wEZsJ+O7imafLt6Lx/3GfBsKji5txStbXdLizuLC9pzK0l19sp5lMemhtGj6JqkEXMYm/x8mDfEJyJkbDgqXb1SLES4Yem7UNb2z2TsPk4+E6zieaCaJ2qkE7BpSDepxKYiCb3I79f80hwJu82DY05DUif8XPHkIzw80YBkpPL2YXVZN+c/KazKDAdHErNaVA8Pgjz6JwdxWSo+JwGVVkQj8IrrqHBsrGMNVCc733HBr/aQo1ujJvMBU+kR38QiQiT7FSjqwuHHXMtKhoCUDqKPMvzPyc1e6OsL+e0WReKdIqkGrO15BoyP6dLXdiWUxCqT8uU3PM8OVpjqTOaquMTD/GI+Zq57uaExiVFqjIfIaZyU69G86kfGrTNSBP33MslEAyfki9ftNC9n9fkkvYvZxEnksIj+fFIGabFgV5QPw3ZuztLlck9c4RbO9h75+st9ubr7c7RjUteQ0XR5RH5QxT2/uO9+Iy/H08M0jOe8YxnPOMZz3jGM57xjGf8G+MPNaH667d3JGfVr2Xh8lanyVnAswq/vPwCwOHG+75PWc2iG1KUy+UypdX74sjHzpePaDOs20KxOkS8+HeffmWpiuWIdaufUVf2Ho+XsvD1453/J7uoH83DVyKB/sUBWaijAaGO+YHJ2dUs1dIAL6Ex3lkFPpeAurxcVv76++/cx7RIhYJgsxsM1Wx2RcBD8Wr4s2jwCnRoa6pRRDGxqWZVikIt9D7UZgJ9PH5eRWl6muKGgplT8xrMh3/UiRUWFY7sWO3NaNXRPjDWkt24AdfryTtwHsSv8ufnOPwHAZr04hidlZKdvanC48RnME088hlHA8YD2tSHMfD4p3ceu95hK3MaMVbK2QX3uIZJ63hqjv70cf12p6Z5kmqFDl7GfeuY9zktAsGOfqo+ekJkqvNxPaEi/bBQCCU4CNfbjiaEpl5eOW73abKrAu3eWS6xtpaX4PL0XDt7Oyh1xfL59usdlQtLejm43wJaJ4T1AIBImObmJL1++iUnLXnnNoO6TZsD94608NQDsLZyt0bN11wU3F9oLSb7qFKWddpHLEeNNX70H7D5u3fYcyJM4dqufPke0MZOxc3DHBcoa+FFVl5ewk9l2Ra0OqZntx5O7L8QPlmnkmgobsnckxZEl5hoP1griMqE9IoN2eSHTaKcUCQnOtDnFmMUTk8guiaEcaiRVWpRNM8srWHtEBzc9PDR2KM85d2xe0wpprjpgzEozO/oGT9nqDB5fiTs/RFWZnYqOi4mHNjMJ8RrTFD8VBpWFYrApyWNecvwrToVeRc9+Y/B33OOMeK2SqkCiT45elhDjHsWV5oZpP0M5HaxLPRcR0UElTKnPe7EhGeOgzwmteNd56ToGL6WCNAn8qM3Q5fCklYxx+50O9hyHS6Lckkz9HneGyBlom6EWKun/UxwnafnnObEeEwHMzfQh+/CnXnWj1xkeFS6eXxXA2mkkbvsh00T5EWFt+3Clp/t3Rot85B4Tk8EzEACBDzvkt5a67ahqhNpsKhSMZbtc/y9CKtWHpUN99b4uN/Z9/O6a9Fpwhz33AQHpVz8yXcbJuTP+PvxhyqoFJ8Glsvyim4Lmjj///bf/yv3tvPra9xsVcIH6k+f4nG6pHE3Zb8mGXlXFhb2aYrboTg9CcHreuGffn1LeU3YykbrHfcsdpbKtq18Sdz/u9+g+LwpTUraOA4ZXmXvHcN5SXgNQsJ9sjBwoYjzmgnVbd/57fp94o/VlY5ThleBNKQoy5AjdmH3Nj1mxAMiOPyazIXFw3diSGkGrEVmEaZmbIQHEwSJtNZlXuPeDXU5kyXCjM+G0Z855qeJXhenHTZ9cNycqnJyU0yC0E2bpNKQRmWSY0GSoxAR0CebEMFpZDjuFQnewcP+mYnTmR2p1cnRMj9A0xMkR+oqayTV+SSH5HsYhshROibc4OSWPuPnjT/96ZWPWxYStXJhpaUMdjWlVbglnEJqCWZ1fv+lVKrD4Uc2SeB+N47dJ6SvewuO0rhnmqLEwQjQ9gZuExK4rS/ce8dyD1qp3O47LwllLlXpfj7/GxfufWe3ZcLKllrABd/yNXoQjoYgSxfwfpw+cq2wtztvS1o7sHG0+5T/3cXAb5MT6Qprjf0SYOfAjhu4o5fxGs5xgKV4hkthbz6tGlo7cIOXgesplft+8Ne/hany62XhT8tr+HgB5veASQ+JYvfkQAy+Y4GiY3ugd6fZFdwY3jHCkcXN2CQkYDazqRP8BklTVHHFrU8OluS+/QOR2+f/RUb2AK1WBhdKHqBIsY8OwR88eRk6ErXKaC8B1Pzen/FzRtweecaZ/ogTLwLSTxNnAUcpuVd0elgPMJqeIeZSVChZUKnEeTyMeMXCHmSc/90NmxYi4YtVxObf++2go6eJd4+LHn9fS4iLe7PZYDEf9rW5v5iFAMUy4LaSSyELpm6YCDq8+EzpdgpIobE/2eCAloL3AxuNK5TWs0Qa/ET1pE2kBY5ZrPXZKD2bpPkkkRNOeH89peGJHMXdH/aCHqL2M18wQCdXWzhoPRrRw61qqyFPfk+ays0b6jU8MQnJeuc8PyA8EEv+/mEFFZ0M7iKCLpX82LEeIu/DCPjoB9/2gPjxwNuipBhafpZrmcxxTIJHNmClz57wP44/VEH1n3/5lTULkffbnePY2cZG4rDowvePKJZELdTnjnisAm9bCDFcs8uwyweXbaNmstIPY7fOnqfd19vf+LRWWpK13/udZVu4JCHi/dbYj/v0Qqoo8uAr0V3SPyWLGdvxJmgpoyFEIqPnmV5UWbWyrfEL3293dk5iYsse6jJxtR1EWIYxsBsdZ88NtVkPnG0fm1cWK3oSUd0sVGp42Mj97KSFAs+52SwUqp6Fo5hRRegTp61gwj0L066O2oMCj8euP3DdpUSXRBLPm7+EPEylRCTYGA/4Y3V52IuiQzSIsVqV1vt8j0iBEgVlfOrQ/JjflYmhpijLfB8iUcRPEaZeOPyYhSSEWfHgr4wpwzN+3lgULm9RSLRj5369zSTdi+B1mXdlTRNoy5vsftzRRXldLqcRphgNn5NQgMM6fQ8RmUXCLLokz+Z+ONsL3MbauVrwEcdUzBfKus3p77YW9uM+E6LOhX40VJkeKm1vYZybBZVmQjJUORsgYkje+GtZ2OSFNng+doRheB7D/XrQF59GviqG9cZxj/d023faIcEuHI3tomiZ5zzH/c59bw+KeJ4JVBLZ+4G58jWbX99vVz5ty0QPOCl+ketXU9NrdqhFcPWpFOZuweHyTtZHmFaw/TSHF8XsCKW9+IZT8XSIzsRkfjZUPBLeM4KHcVrVONIdmSI3R2xfIvM6Q4GtT9Pz8RplFsw13tfY358qXD91hO5jIlikYrZPXm/gVIwh6xeTnAefI4Y/5OnGqBKJ+ZgWdYNDlTrPtfG8mT/0FlOLgTZxoR9OtaECGBOvMS0ShKoy8ywBODodobex9oLrbIPHZXmd/ZyA63ZOyUKERShZMB1Nokmce+C21FAATU0KpKFlPc2HRejdw+B8+kRFTjC3WSsISkl0SSkpvDAaMHjsJTamfxJ53FxeUVDNCZaEuMeYeHW3ECyTgbIJYR8cPmWO+rIo3kOcAnI6Jg2dKqNx4WNCWZfKm66UB2EMd/9XfKdpe4xI+Ny13ER365grzW1OILUsqOiJkBCle+SR47FyIqSeXeF/HE8O1TOe8YxnPOMZz3jGM57xjGf8G+MPNaH65fWVe1be365fuO2dX16jG/C//OUvfOxX/uvvvwEBjXjVF3qq2dx7x9rKzg1KtE3/8vKf6IdxSz+SL1+/cz8OLLkH367O++XGnqOatn8gV+NSXwC4tsaX25UcBrGVhd462bjBfE9o2ulS3aUj+HwNzZFrTbjdtiz8abtMb4qP25UqK00ThmaJ9024jtwtVAiHJ5R7TG4YjwEvyByJOT3l20e1fZjlpCseiwZ00AfMUPiBW1A0wHxjcuMtetejuVEL0QHP8VEVSQWd03tF5ZzKhQfW6Npm98XjNcY1KtB/6CDFhZZHUpRw4rbjSebz9Z6QAzmfUOTEDFu6zceQbHSDZfImANwaPwq3h7rSnJI9Zf5++vj2/cayxvrurXM/DmodMKuAuo7+cMPQqnhKFvfeWcoW92pOJbYloSRDUng3TA07hmR5D8WonPa03tD7guUYxY8jpibDe6QfFNYJfT1aw+zALKdqvtMaLKtPaJpJwTk5DxRHtZ7rOzBBc/qx9x0typJd6fsRqoLb9D9x6HYqlVIwMZYh3XzfOY5O2V7pR+y1q4Qf034MzIzw8XGf+5aootJpQ8odxRC+t/TK2w/MbEJTAm54QnBEBS16rt0asLoBfcZ7evXYhHBbuyGsk1/g8UWcU3FVqHIqgTGsIEaHOHkjc+otYH5uAwbebHJienW0SHhj9ZOHifi5b6kgvSDDN1BK7vXjSf9QR/r//8LBUnFNE+011ra4J4Li5D+p1KnY16QgEjnE2D+6B5C9LOOetFAXruc6cO8TmYEF2mTA/ek7wsnDKUsJP7qhyKuZK5QB5zc6je593pFSa6rknms3oLC5rkqZk1kIhc6OY+M1BKSUwThAJeTKx5IotWAm1Hy+T5fKsla2UiaNYB7rQw5ccv3nVF290NTnNcXuIpTcd92dW7ujwwpCxn44ptFCo094nSU/a9hCGEZVYanKy4RfGnfvUylQpMQeMWGEcZaM/aF4TOkenCDC826O3fX8AWCiHN4mWuHeYx8pKhMWWCT+faBo3GHvx+TLr6XkPj+SvydH8x/FH2v3FU1BBAKDq8KWB/KvLy/cj9s0LOsYa1k5RhKBcT/utK/H5Bb86dWQurAnMdq1UWth4HBvbefbx426jgWhvO8H31sSqf3g4/AJlXEaZRFaJhaLKiaCpbywUPLAP0mhL0vFXVlyw1sQPr2svCdP46N1jIYPxrc0xBTvAztcSb/I/HmJEbCcG6IjD6PxTmBSTg4THp40g4cRAg06n9OTTzWKl4IHWTJfUtOXaiQFReN/mt/NcXR6sWk+mFzcM4koAXUI3PMwzU1+AeNPlEWgjWQIp6tPmfSTEJswgu64KunJSxV/SIXyGpgfU54FjpYTRxzF6OnX4z05WbPQNErRKWjxjJ8/rkdnz3vsODreO74OQZcQTvA8jFrbWQxqQjwuLwtHh+N2pZKiEyI07zPR71WhK9s21q9yvV2nWfDldaVsK/f3FMLRimil5Al5szvtdqVcgq90NKc1p45Eoiu6GQUlcwP0lhCfPuR1CyHgkm9aSli8zIaKh6mtPiRV7lhyC5clxDiGeajvsW7agON5rD1vx+S8HvtBVybcpfdspAz+WVVEO33wLJtTHTwLsiJKKWUmRHX2d4b8eGKbJPdJAx6sH8x6FC7uE+Yr1GyWDLjdg5wwCR8WmfwL8nenzLFYwvtOuIzIWYA1UVT2M5n1Gt+BnAWSiOXmPSBV8ffD+LegqOh8TtXz+p7x84WiEzLu4iERPn3PnOLC1LwpThEPDybyPBXHXB+K/OAkjbO8qrDkfQvgpjRr04eqiNLFJhReJG1bJjmoU9O6IS+Sj3uDmusOZ9ewXSCl1bsnP3BanMT93YbwRYpcjdNcPOD+dQjx6IMVCcMyxaZ/W/dYJ2+XaHS9vb5Ql0J54C/jwX8ecNulSIpS5JOKZdN35GrxPQzj7+B5rQ/FC2mgPPIJw8Uog3tmlXttk99WBV5047KtsdcAe9sfGtkgHAHh1OHpFe1ZffgNt4Ay5iVgXbgP0/eirHWZwjSdgD7eUtAm8r6CVJ2QTkkqxOBvOFnAzqIu4Ivjs7b+3F/+UfyhCqq6ruzXUfwIpQgvayQz93aji3BZBh5Z6d6574PgN7gIxmWLm+1lecW98TkVt4Rf2MrOuMV/39/57eMb8p6HthYanuTDcBV3S9wzgAhV14fCwcIIu6cC18PvjTD74SGlCkUrR/sCRDdYpKOZKBihmDW6rFIKi9oshgqKWJ24f5NI6iaXQIJX1A6deYDTogCaXhNg0lGPz2X3I0x9h0GoG+I2TXErkTSOaF3zPZX5XXn300wOp8pyVjPEZmAmc8ojEi7ho3s3RC5GERZ/6jNZieLoVOQSNVzKLMjwHtyIh+6x+Gk50wcfQx/w4x5FXp84a/IzGAdidIDG9/ocUP38YdRp9F0P+OXXzxMDb3un1DKFFPphaIEyRtTi7PfOpfq8Zw6p0QiamgONdnxMboReLrxcXmmZRS2rIsYUnTFVxO+zUVBWwfaCpXBGXYTXJB5DeLqIO81tKoGZ3SiFaUg9ZLamKIwED2y8r2Ur1Crcb4OPurDUgmdzSrPxMA7fwzvqQpOB04/nV3Q2QI7jHnthmnVaXsfJ1XBEy5xqmzq9d9bXSKLWWpEiaB3eNHeKl5Pfls8nOgzTJfbf4cI+kjQ5k6SZ2M6kKwqmIUKB5FR7Fj8CVubvOx6b5Sg809mzjuRELGRrxv5ujksW1zPRsiyS8ppIL7wssLV0RHR+d/7cZH7q+Nc8YZUHfrR3RJbzjBMPkaxcM9UL5mHwOqY5MZESxgbT9ZLok1z73aMBmwWSqcXE5MEAV9WRIVqgNdEjeda3A/HTa89LjQaqhfhURHCJ5rTYjKIFy5xFimUudK63danUcY0SHdahZIrGlGU836qVS1349RK53lY1+Fa9sGfDxazTnbn2VCqiQk2xLsPo3k80SYpHTDNh6zH9zv1kSW7T5G2VQkiMjb0+uOLj+VQKL2vF3bgPxU5KiguN/WMN9M9UJh0omXE7GNd2577Hz1/XyutlOxtAHmqHLffh+xGoiFmAo+F7ao7qOQV1SZEOothdasHqmIBLemfFM8zmzzP+bjw5VM94xjOe8YxnPOMZz3jGM57xb4w/1ITKHFqPjoTgVBFkiQ7m92MHqbwkPO+tvvC13fn6EcpTvTX+8vZKceMlOx2iijXjL7+EtPrb/sLxt7/xkR2CzZQuQhtu2WFMcLqIE1Kma47ku3TuvjN8Tbo7WJ/S7uH9FJ2XqU6lIf1pE38czzu6HIIEbGYq5ETvaTQSqhZcdY70zZ26PE6fgrtVJ6wg/ps9wEpOIN/oIAW6tw0oTHazRxfr6IYWRcsYPXeah0M7BBQuemT5fAN64+eEqiMP3dYYfEf37sSGi/nsrEV39/SZUdHAMM8pl1KFBwljja7YHPEL0u1BFlRSbDB5IeJs7mnPk/AsieeZ36d0ihl9Sq0G3+RU4Hr2L372UHPqxPYXrId3HIRSVBWjphR41RdUDUs5qns3ehOsrnNycu8e/lUDq49Sy2VyHNw6iy3ccvLe+8pSenjHAE2FfvfA0gNeVqy0CcnxwSXKqUqTO0vTUMkbk5OUF1/qCYc+Wp/KoGhMhEYXs0rlUjcub7FPHv2gHUdKeIPU8IYZ67mSUskPwxM3pROKowDaFTscH6Z8tSNUxM7PgVpZlvj5fhiuzucl9uaXyxulrDH9IuDZ3jvkBIyuyZcYcD5ykzwhPHhPGN+Y9lj+/cmjwBSG/5b1CREaH1S8/MM++a9E/tzC+y8eBuRovMfwvjGQYyq7Qe4bgzOlBV+UgVXqJlDk9AX6gcP5jJ8tTJz6oNzXrc1zsrugdvJdcKP1PqFyXQFzpPc54QyNYMfyb2ryIWveXzsBdV3khJR2GoMAbSYB7R3oFIT7vjPUK7UYqpz2Ij39KLVP7qGoYn7CzHaPvWRct7X+w/TZi7GWirXI5Vo3XM58oaiGEvKA12nh08vGSyofa9GwuJEyaQWtG5dtoWiZz+HidB/qhcmQnnBfS1n6eLxbT5n0k7+GnvkBOdkevleuhnhBQ3uYl7oiaFJMHuCYyKk8rBoTocwf+uBsD/idF5aqLMOHrFRKqXMS6BjtMPZjqPoZJjahk4ycS88h6CLxnk/l0kI3O5WKI+l6uOQnh+ofxR+qoBIpfPr0a/z7cVB7n94nx37lUitLybEwGxwHS3Kqtlr5D68bxQzfoghD4ePjyvERycxlu7Atyl8/wrByN0O0Tgr4fjiiypYQQesHq5QpBdwtCi4fZnCuUGwKSHgjzSt1LuzWdxZdSMVQ3paN7/d33tt4zx33gg9fEi+xGUxoW76R05kt0oOxAZrR3dEkwppIQOnmcibBuid0LVTVZXJJxAtN+/SVMnfKg2SxZJk3EADOIG2e2HAVmUmDT/nRxEiTkEU9NzhvkfDIxEj7UFtnvIrDFIkIG+Iz/bH8+aMp5yO+0jT5EX18Vz4Nl/18kuB6jZH9/FgH3hhcdPpXPErLP+PnjNYbr7m+qXHHLylKcft4Z337PJP+IjtHVyy32bIWLtJBGtdvAdmtr28UPbH7OMjKJJVThJt4cBIYzYw+pXCtVYRKz0ZSb9+hlull4ioc7qwpSlEJSM7OO5eks3cPyK2VKPxkKRQ/SeFbqVzWlbsHrOeX7Y1f/rRxS77q+xdQaaf59dF/MA91VayfcsDWoYvg0k5Tyrpyax9zQa4yYNDjYxHoO/uwarCKSOHL+3v8vPwTqJ5GmyPL+2F997nnFEmu0ticTXALU9Np1K0aieXDPjX2wvEwNoEB1a7MDebx4kdGZENmWedjwznGppXZU+yfeZ2EaMAQLnJPY9UBAewdEw++2XlRz/hJQ02AcbiH1Pa0H/GSUPX8ZQfaaOeBFgEtVK3zrBYZXosTNxbNl9G3AIxCH4VCd1YVfFgBmNK6zDOs2xH5xuAqWwk7kJkqDHge854sBDfRyuBtGWSyD7DUyDnIPKg4tN4nxFgI82rLJEiKIlLGr1PUWZcyz9cQeQiT9fHhvJQXtMgPkKxYKoOLGMIb0+hXBLPTzqLlU/WEDGsP+5shi1408pHBj1IVuvcpR65SuB7XENKa0uzR0DmZ4GTTZewnRmQu4wvvLKpoPaHZ3SzNgNNmRuWEOUvAB8vwGEWSgnJ+DiW5Ym02liRgyKeMB8ZZBJZnU/gfxh+qoHq/3xkmIp+2wqInZ2pbfkEdukWB1fadNg9+eF0Llcplk1lQXfeDWzNyIMFx3Dk6rEka7BI32n10D7GYUB2puKeBbW+WSlaL0KzGZAroErhhIQq21p2yOLCdm1Ee6J+TZP5yWfnnv/4PPvZR3LTA844zG6HwoLBjJQqNyQdwrOi5sTi4t7kZhTu3IuacvxVCFaNDHUYUYTIHUKzgFgIMEJu4ObTsvBo9pkdlFFgSG9W8SE4vJ8jEw1jy9qxpGWrO3ApEhWZ9/p3YIPM+8M/w05Nhfjb5tt1CqXB2kwE5tzazKMVsHmZj8+xMPoPPPe98H+jDphM8siGM8dyKfv5QVdap0qQcxw1NwkLZFq77lfueROUjxGKOjyhEfv3zG07hencsizJdKlg/BVtWZTfnsDQX7xLrZBh1FsK3akykW0PEsMGpQtmWjTrEedy5W4drKuwdN9YskMaa972DK57FxVIKZsfDnmC8vX6i51S8LgXqOr3uthcwOzhuY6LtFDmTNC/BRRj4e3PBrYeYQr7m3RuosuV+vWrhqD59Yu5dwJxLFpZH2/HCSZZvHTehjKkbJXhGw+vGS/CkxntS45CWxr3gPjrMPAjRWPKfHiblD13rGXPzisn9+QQx0X4UihDOxlHR5K6kmbHKBfUSxV0+x0HLicX5nPEUeXSPLvnkmj3jpw6NNiDEWa2us7jRMoSdxkQC1MqPE40e9+uYlAy2zizAzegP/COQ4FGNc9RjGj350uLhbzuEDjymHCX3vMOcxX2K4oDHmal+IjMIcYchQmE+nfry2mp6UOY9nAPYUcQtKvRSQg0YUHe6tTl9Eq0U9elbGY3c5aExC+INynrmMKO1IWd+EMIZI68Kn8pRIImEL9/468M1Cty85uYHxZVzO3JUnUv6xR1Ho/XgT8rcD6JJfYpcOeJ9XnNw1c4JlkhwxMdruhi3dtATEbV3Q6Rwyd9fVGgPnO6hBrnbmfc0jf39ITPC9Zy8i8DyYPL+0LF+xt+JZ473jGc84xnPeMYznvGMZzzjGf/G+ENNqH778vtUmpOiLLWyp4rfui681Dol0Zs6nzblsiUEcFvRumEVjuzu/vb7Xzm8UWrg9NGFw78zIc5HwPhG50W8J2pjjJ4DTzznHjbUdX6EiI2O56I58leoA+On0X18vbwBcOvOtfWpbtddKBq8BkiVP0543j4lNhMjLU4Rmx2pkr2n7kN+uHLYgfVOTRigoLzvnZL8hhiP+5Rmb2IspU5uEXbQyzG7IBoa5/Thzq2BB57dH11QP5WH4udCyXq/iXOk7OnoACyUGG8/dFLghB4M/tWYUJF+UOdw/YRYjX9x1dkdsh6Y6THBVFFM/IH5NV7joWOU3ehldP4lv4lHiMYzfupQa/M+be2OIOz3mP6sl43r92/s9sBf2A+29UGSuELpjh7xO8sSULO1nByqj3Y9ORC9UGtB+oABZcd4qPqVgHWMBe3euCxKG94lKLUbPafktcaaLl4mHH5Z1lDIG63SsrIc91P1TwxU2C7DG8+53+9z8rqI0pYy1acQ4fr9nctrTNVxp3plvgUtmB80OuJj0hIcq3UdcJYC7UBeAi1Qbjs4U4r96I2X9QIS72tvO3u/U4ZHT1G0+dwnSXWr2WI1pTzwQg3DNP55doyVWN85xZLoEnM2mKdyXzyHpNRxXoOWmGxP9VYLSeIBnxpDJx3QyANrjmhFh8qjFnpvc6/0lB/VhFyp+LUn+wAAIABJREFUCU6ZfDgepmHP+PkitoETUioP581DwhAPRX6coM7zSqeq755A98Z5CNVHcIjm9OVRYFhkwvUDqeET2iY6ON7x+4vmHqODo200P8KeQcZeE5Oyo43xhlGVOZVvrQEnNK1IoGiHIl8Yu5y2KtY6po3X5Mf/sqwUXeeUtmvDXGi2z2uoC2EvMz8Gz7WSazGhkOOaNMEoY0/cRDF9UAn2sCvYU2FRe0FdJ5/WcTa5zPf8fd8zF1TUT0VEkLkPCCR8+FQm1XixeA3XhAWf76GoTs7U192o0tH0Xq0acu0Tik1MIuO/DfjlEQqMD1PPi1zo43142jbMPfHJofpH8YcqqH6/71NcofVG2SrXxJt+fn3Dt7dJEBepvL5+nhwqUaN4iD9MTOqy8vbyGRuSow5HV442pDhb4GgHvlQz3R4HrMDdT1ihdw+S+rzi4PVMelMB77GFrgnpWIuycPC6xSL72/ffMWCdI/rwmRo3vIqiXhiTbeXghzLCAw8sE8frKILZKZwgBOlzFiMc6APU7X4Ya9FpNtww6HCf0JUQypiJiAd2d9aVHtyOMsnfciYrBN64+0kHcAmuSnjEZEKVvlaTn+aRsI7jR9JHZ5goM/5+ELk0SkmfJdr4u7Ooo5+fnFkPaILLCTWYNdmZWC5rmbBEm9f1THL+KPHeDbvGgfj584b3hj4cgFLW5EHAx+2GivHpNRoyshS8N9ZV6en5pAlVHffI/bZjt86Sdg8B54J9+MgQUNySDZd1qXy77dTcL8RLwtfG1l5ZanhmQfBA3Tqtt0lELh4ywLOZcDtYl7f/l703W3IkWdL0PlUzdwARmVlV55yehU1e8P3fh7wbCkU40zJ9tqrMiADgbqbKC1UzRzZ7WigtvMkiTKSWCAQAh8NdTZd/4X4fz6l47yxZjFEKt48bHwPyW4zN/IDXCJxOld5Gw6QQPMmxabcsPYQlf3eq0KgM88+th+R7z2MQU3TRKZ1sKefblzim367f+OnT5yk/3/uOuM+iUFTp9MmpxDrfFUtF6N2wB6hzSJof8vHm8QoDYqMU1IVpyeOdXpiGyEILX6lMNt0cEacOMR83TJSS10JpHgbtvrMMoQoC6ugzdhquSueWx6AsekEHLOxBzOK5frxVHsVIPIqZCXMvSm8Hvl9VMN8PWe2ZBBz7/SgIBk+7NUfKw70oPWBl8z0F7PBOTEkLluFzGX2OKU1wUqHbwZdyFZAaHMyRiyl482nNUrQGLSBfRa1G42NA1UphFxgf7I6hZg87tVN04ZIWCZdlQaXN+84pA8M/32M3QtZ83MuEV+eAMtZaca0zf+w0zPuUJC8lPCsPXld4gA0YXeQlRsvK9KQrZy38tV/HQSMSzeE6vDRdk1ZwQKtVlsPjC1Joa/4UtIRpFSP0zXjf7vndGsuyfJdfPmYeljXkd+DgUoP28dAl2vrRDD9MpZ/WL/9v1u+qoNIKnp5Oe++0Jmh29s5Lp+vOlpX3qxiLdSSThC+nlW7CX9+/DT86zovy5fMX9ntsXl/f3/i4fnDLjkB4J9VpcPmd/wjEVOTYwqPrUvyRH4oTSi8AK8Kqyq7OmsEhzODO85jeb1t0m4afAhXTDj4SKkdo+JxM5U073lKgmDwozwmqUAd50pWt7ZEMjXvMOq0/TIek0h8UslaEmhOkeNFwkGgDC27G3jvzVvZIUga3QJO4cBwTYEYfz89PIRw3fnhhzUMI9b3H9t34a3l4/CFwxKNlqvQ4+1QNimMOYuYhNBh+GzLeF5Jv9hCKSnZyJm47FJnG5vXEH//4a9GFfYsYst8qnz5f8DTybreG+8Edah1Oa8GTF7TdbkiN62EURIZFcVAHB6rRm3NaUjHTNmo9U+YU3NlNuCc3aDmdgwdU45guS0XLPk12924sFeo0qAzPuN2OAqlZZ+mCLCmms20xZcsY8v4Rpr0vJTrCOxv7dsQHUU8Pl0EgMERPk78UDZEQ4wDCQ0aWaGeMHJBCKQW3Q6V1tztVstt6Cs+bmkqEm1VMQFOMY7t94bY1hlO3lAalHOgB22m9TR5Xx6KAGveqRoQJnuaYYkWROHgoo/wafjlWLDq4s7GSMWOa8G6IKX0ZU2+jUObkv0pOxWecM0ROqAnraBRph7Vi++Cf7DiVYZuuCsvyTs2EeVlyKvhcP+QqD7omvUtcr3nrqtux7wGmIN1nIRHrcf+LCWYHqo74Edfh8BVyicJ+FGWlKsUOQRopMaAer6oaG+nQV2oGe2tz71yXilTFu9NzJF26RoO1DAN0Q1XpLRuPsVF+1yyt+V+IIuZcDr4SGtxLzRgptWQTZJQKId5R/YxPXzulE8bI+RK4CNWymdEl/YXj8coSqoFDpMIN6wefqWk0V45coKNSWHKyfNaFO9vkaNaSjXcLEZD4PtO6dzaiopkuDz8DsznuOP6ATpIi7Aa3Njh2gqx1fpddIq8az7e8PIRj4oREk/rwunK0yiyoexb1Q1nS54jvuf619eRQPddzPddzPddzPddzPddzPddz/TvX72pCVYD7cMbuneJKS2zcgiLF2a7x+OeXL1RdZuXde8Nujb/85b/z+ac/xGtg3K/blPt+fXnlp8udb/e/AbDWlYfJdGpnMp3NwXHvEzNflJT7lnm8WoQ2x6ljHA3Db8n9nU/n/8BbOpHv3YLD9KBOU4Dut/w5PB/6mFgRI/3R3VEHX46OVO8BAyAnd+pGsxaQoDp4VzEKGl1RL455S9gMuBZuYhPCZ3TMdE6cjJD1PeRCHe89IDFA1ZWiD/4LblOuNN4/5kjfoXclwBADwqf5PpNTNf49uCYeHZ3RxTLrxMxswBI9us2TkxWzcXuA63n+bsqki/CAVICSIMI5oFSW/Bs4lBaf68ddp6XylpC/j+vOn/7wyssaVg2/yTtyE9oeUt6nWrmshZ6QjPt24/T6Eh1cHiZO151iCT0uyno6Tyjq62VB1JGE19rdEFH2W8Sx9/KVUmR6QBU9IdrndX+7dXyF0+Bo9c5O8Kb64AdUoega9zQQ7eZOt5QPt0JvzkfGmKWfWNeVZR1wOlj0zkcGlW/v35IHmidNHGvMY9JSkUL49Y04VVeqOUKch7UsvH3csRqvWXWJbnPCY07inAX89QUIuEvzxq8Jp9nu9/AIzNG+idDMZsfaiUn5CDOGUlJ+3B8QB+pKT26oaSeauxm/W8aJIVOMYv0+EQsiofo1JlpujrAHSgHQWqlVKDmxwju9bXTrLEMx1QqrHEqxzTuOTa8i7UqvQsnz2MY47bl+yPValjkNutHpbujk9WryZiYQPa7jyakRkOBMTT5yQsTmPimCtT4Vd1mUXQ8/xiqKqEz0iGtMyqaNyz0QrOO+2d1YvExEDAjs4ds03qKohiPJmJpJ7MsD5lwWQyrYfUyk9pBGz1dcgW59To+KFqy1Cb01dZq36Zun3pHiFBamFYsuARce3nguFDHuedy7G6vY/HsI+P8B943zO2JiQHE5ciJbQJxzBr2q8LZ3lpxQdXHQRLjMcze+t+P7V9ocQbpoxpeRFwb09wC8CDsNSbTDsp441UMRdOst+WfjxYekusBj3kM4f45lXh645AGDLskD5pnD/Jvrd1VQWbO58exmLFooCRE5LQu328a3ezx+v/8Tv7x+4k+X2JCX6txW5w9/+o9csyh7f/9A9TRNNs915fV8nslJH5yeh+JmoI7j5wxmEzcWUL2xwfYYTrNOzH6Ytbl36uAnVOGlnHn7+BafkfCVGOFG1DKxz00/oW9Vxshead3nCLcQZO3dhzllEKXbGPErLGUJwnZu/HdryAItg+qCBe9qFKNJfO3zzq2IHb5TggR5fvzsKReao2+TAWU6kkxxf+AilHluTQaUMYE1k1twwCzjT48kZvyZyoElD2n2w2vLJc7748xWBIodssu1FHwCEWNjENGjYE7E4eRhVYGuE0L05Iv/DlZ1hsBLM3i7Xg9engmf6oKeI0G+r8a6HhdUTW6Cb07NAui+G/1utNyvut9ZiqJl4DyyGBmyx2tn6U5PztTejZf1My4pi36/oVTaQNe4U2QZXrVYK+x7R9045f398+Vnmm983EZy0CPByZhQFRCd+35341yES37O07rS+gKnhN/1D8w0EkCgWANZ2FNAwiXuXTWdfIGOsZ5Ak6tRSmVtp2nUXbSy6IJnxXAqL/Te6T0bQVLQpfKRBdObhUnvNhsuJcV6RvETLZpBvnczNjEW18nDIj18JsdVjkQE0kjV9YDyWkPKkIBOeXhZpmePIxTXGQeLOdiDubgIJpE0XxMupdJpzVlTfllYgAM+3U3x1qc58IiPz/VjrnPmKwC1NN51n16IKkovNrlJ4RGr048J9RSDOJqzqiDFkXbEIcPnPqiTPjDxu2EYO6D0QC/ONnzxsOB5jfykx/sO3mHvA0R/cMOtWjgDzP1faX6wlyWheKOxrD2kxU0HPLfj3inTm04yhxhCGAHGnaQENdQ1GrFD2MLuWWb2+Rq9HZLziypVlXvCuUVJOFy8ZLcQA9oHvE5L8pEyLtvOUgrn5HW1fcdcMc0GjoGYhGR9fu6S8vHzNZw0G86P8ZBHQuQj5oM+EXlTtz5tPNaaedLgzWnkNANCGIr8gzeeBbQGl2w0jl0s6RHjW1REfAqKTbG05/pX1++qoLr5HZHs9NYNWeCSHYNS4P2+zb3v7e7AB3/8HF3XL3/4z9y//Z3agRSdkGXh14+38IIC/q7Gx22b3imj+zh5AJLcnmHK6JKqOINTMzwdRsdBWNAUfABXRUolmrLxGp/PX7i1D65b+tLICRWbKj5Vw+BuHwRQSWWeYfzZhW3fj65qWWn7oWSloqgqbRj1zWLmKAzxnADlc1qPADaOQQhDvP0hievYDJCIhrXvxCMz1YXiZ2P3B4K4x+3+GHBJvsXR1Al8+SFCkf93HHKc99FtJiZgbXTdEaCiw80dQ2v5rkAzwk8HgqTaLXzFRvLapFOlHMlrjcJx1nTdaXTK9JXguX7wJRobF0QSfu+ge3yx13bn8+p8OoUIRefO/vYxuQP10wvt2tmbc75EXHr/7RtCyewoihf3ik9FrJ31tLBnO3PhxM6doQ/RutJp1NFATE+4QSI+LYUih5ACtlBwTHbk9AmA236LTuRomariotOwuGBoORoHKkFEH+I9F1Uu5TQThcs//AMfHxu//faef7+y7+/sI6krhlqhLg+EEVOs95k87ndDpbKmX9fed9bLGR/kj965WyiOAvxl31l//RX/6ZTnXuntiHPdo3ny2F8Vf1DtEkALG+Uh8QsOpuvgfmkiAEY8B9cHLzuJKfdMmcQJD7/82A5F/GiG4WD73C/CZ9gxVSS5HaJCd2cb70Go5YyGWAGkKZb8tJ3n+pHXfWtcsmH7pZ4o68o9m8TbvWF32Oe1EAq60zBeewindB7QIQF2Gc1RcVhYpyCNa05rOAosV5vXtLVoHEwejxwJfryeUIrShvhDDw8j0VSlA6xJcHNG9qUrvd1ZMmiJL2xbcEcBKBWXyoFJ8cwf4qdmnfIw6rHWKXIodkJuwv6gkKjR2J6Ku2hM0fMvatGYxD2IMPjDNKl7eDzVgdpB41zNfCIa0aO5dt/3iaKJ10sRLX8okOLbeRC3igLunvzXlZVaZRaBIR52qCXvHnnNUIjF/cFni0TPHLwv92iSqXqidYZQhUxVUTxyuRR05aYS/LJD+eS5/o315FA913M913M913M913M913M913P9O9fvakJ178Jp/KCCSZnqVnt3bnvHUgWwrJ1dznxNLsKX+869N7DoNAB8Pl34v/763yamXmXlejs4VUut7NYm1C2Kfp+6fsU7SmGtA9/e2Hufng3ZIzi6QUBzo6iypDLY6/rKP339r3xsiZkvKek94XTBG1rGJM7h1nfuOTbZ7p3d9zn6bsv3Mt5FS3y+bAaZG1vCCuvD6FlEZ/XtFp2qB5rTw6eOT9QePpe4UGXBZEiS9rSASNhKN7qHdDP50Qym1477cH4PdPg4V+l1zjgTAQnM97SceD2gLQP2ODDRwXc7HtcAMg64XvaRJsTQY8qm8nD+pATs72EK1h9fEzhpOaRrv+uPP9ePuFyV0+WA+NZSuCT87nq98Xa9sq8DqrLzy/nCVgbuvvAhO01tTkrLuVIf+Ilrrey7cEvOZKkJfxnvj7GsdfpKFRXOlakCugO+NXRI8YYqLss5oCj36zun9TOXT8LwO/n26xtb76yp8rfWgiuz870uCzSZSmEtGWAtPf725Q515XSJ5//ycuHrb1e2Le6dj+udjs4p2mLKWqJDPGHBxdl3D3U+YDNYpbCnZ4uaIt4OeFxVrNm0tPi47XzcjXPGjKrObdso400JbsHhtyLBFcj7u6qwlCW4o2OSLor1gB9CwGDcmcqgMrmpCZWU+Jshox9BtTPB4ImsGoKL3QmoXk6XFEHLisl+xJAuiBpdkiMrFXGf343tDZDgaABtmiQ+14+4frt/oDm97n0BUc5DNbIIctqnemZBwodsfPee1gUuD9teTEBm51wTNcOxz6E6If/QkE0oY4KFsTWfe3FYgQgtRz2adgT7iGe+0rVTRGbO4cntGogWw8ILKZMOc2HvjVJGjtMT7pd7eVV8Y+YPbk45aSBKAERQDYhfPB7eSlXrhAz3zEcOleBQJp1buQcE7xiZl4Tu5gRLFqSUKate0PCGm7L0J8pSeL/FVH5XATtURLGweBH+JSvhiB+I0Ogzb+rSEYlJPUS8aN647YlmWAY/LN/CG93LhEEXQlJ+QmMGZFkfUpScmI+cxjvMAwUKHfdjaj+9Cp/rX12/q4JqEZ2kubMuFHM8Nyvrleu2ce2xQcsCn0rnrx9xA/R//m9Ao3uY2AK4R2EyCiYtjZ3D/G23MLwb0uxQUC2s86Y1Cso2gg0Voc8Nd6kxhh6BwWxnlYrJxh9f/xi/E7hvRhteJXLHWQ7ZUqIYGWRI7TGnvmWGtWcQkQyA97txWo8bJsxoD/Jltwg5UnTKlrrHzTkFGjS5Yw/8JES45Bh5A0rTCafbxTJxGcEpPWQGWRv/jqxZJDC9fUBrBgBQHpTH/QGSmH8jfnwuJDYXfficzoHbNrckiT9uLHYQfGXAgXLj8PSXkjBrjrcoOMyNQjUkSg8aaHh49JnkPAuqH32dVNFlFEzKdt8InHD4p1g9saV4g+07r3+88OVLQAD/8uu30HGxzp7FSK3nEKsZ8t9WkcUYCsOtda63O20GIeOlnieMuFShmLMPUZklmglq0Vpy6XhvWOJxi1TEG2t9nc+RUuj3hg8Y4WaUU3ivxHPk0cEJ1ZBXHigQtyiwzsnzUQrraeXyGgXW1+sb+EI5HVCXujr0hg5BBgFbne2asbcmHGUbfICE8Q6+QQHf/YAd78GH8ozFXRxqPZo6DxYM8w3pR4HlgvUWRPQyfjfeccCKZXrijVeI9tHYRjthYToaZpLkiTRI92gkPUKZzftDTBOq9ZS0Toi2x98PCKeqgx18EfdOgqzi8e8ktJ/rR1unsk6hrFs3uh1J/1KFT+VMTcLl7ka3Rpvwfg9ekR77nOZePTh2mhBVOdB0uAjtQbRCnQkz69mU1Nlo7JgwofBhS9DnzyJGMQ1hrjpiVBRNI/O33vOaHveZpd3LkfjHvZfXeHe6tWHnRtEa3nn5i1IKXoxPaRlQFfa+Bcd9nIdspsgUnTDM+lF4Wkd7x2bMU1yOwrIILFZYk1KyrMrmO+8pcqYl4JqWn1EkPtOwaSjuiMtjrZJWWTaLMigULTPuJqnqKBR74dbaLJB6stdHgR2QQAtLC0CoeI2CF6L5hyjmcGQkAQmcFjYS38PYbhYP3t7IefTZsPk31++qoFpL4WWYzbqHH0xem2/bjbv1qfqk4uxSuOWG/RtXTuuJ3rdp9rub4H5soGHMmMYMgFuj2TGxGAIUM212CbW6cQNIqPqNbnQtYdPZ0mz4VGv41njl0+UVgL9d39FyxrIjrQhFj/dUHHedjtytG7u1IcAX/CZjBt2TGtvdsPRweK0vUXyM4kgS2dttiFchInSzcd/iCmI2BV9ECqdS53lZRJCTcUrlKbeO4pzSBq9LZ2vtUd4hPs/o9nh00AakuhLduKFHk6d2tHjiZ1IkYgRt7xiGPqj2mDMVk9wjmRlyF4qAH+qJw3B5biSD+Co+C+L4uSNJpJcUuRiFIB5GfsPJ5rEAfK4fc52WE7eP8J3qvSGLck+PoObKqTq2xc+X04W3+5U/tBC+oRWkK9adJjmBKp3Ty5m2xb2yNadamwRsFqMn/h6gt0bTY+pxKidu2x2fqnAVlR1GvFhO6Mm45sYvBuvZYwI2PVmcdS0M5cHeHKl1llC9Cru1VIiCWuK+aNmc2lsF3ak5BSsUlrpMFcBzPXFrO76PYslAVsoq03gXjabFmNbszZG1PCRqym7OvidLaG+ol8njwo3XWnnNjf9v9OBdjM+kUYr5EG8wRygPDRQjbNaPyToO7uVINkv+Mp9jDL7UMT90qZNwYhKcBkliOlpp4jOZGeajx/sZLbveaoeComcMj/PgkWCOhNeiKByKambPGPMjr5/XdfbddttogOTG26yxLoXzGvfZuXfeuk/+dCkae5Y9TFpyKDF5O0WwZnOP8mxUjuaIAVJs8qEdwcrDnjdMgHWYdidnO1+/ykLcGTbjhXtEkjGt2S0KlO840/6Q1DPu1THd6SB+TLzMKHU91DQxvqwrf3hJgbFFUy0Tvg011H7NScuYLjtLeeBMA5sbJRvPVsIrq8z9X0GdT5c4UT+9/MJfP36lZTyyomzbdQSJaAEX5Ty+S+2QiKU+G/D6HS8cIocZfLYuneJlcqZa73QOTyiREqIS4zNY5yRQ1iFsIlx95zwijo3hk8zBg3j4Wo2oVMsl/jCHAGE+/v1381z/4/VsZz3Xcz3Xcz3Xcz3Xcz3Xcz3Xc/071+9qQvUPLy98StnR37YP7gZLfsRru1JrmX4tjiNa8OyivG13moQSzUt2WvvdUDm6mL133A3VQwZ7WZbZYnB/wMwS3Rxzm5KiptHRHIopHQcRtpTIXeqZjvH59DJhgu8fb/FY4vgLRtE6oS/iFqpcU1EvVHfWNTrct/uNbgGzg4AJCJ3Sx9Ss4XKg/iW5SCI+8bLm0cGZUFyiEzYRgCXgfW12R42lwHRsEMFduA3YjQ8J9hyHi6CihwO8B4drTI8Ej46KPHRInGiPjR9TlVDm+RdW6uGu4I4+YpqTIzL6LYZE0yY/Q6gQyqHy56mc1gueeCwj1YdsdOuGB8SYollOCsfPz+7xj772/c5tj8nMinJaztyGwuavd8rnEzogXrWwtRsf20c8bp1LXTFr+JD7rsp+38ILjrynupKoDV4uJxqdPtTvdqG1fuDmNWYqg0S1nAwzSQ1/6G0L1b+hBCWw7YbRZ9cRcVQ6LgPmE/5JdhvS3UrvjZbX8bIu9HubyqA3uaK68O2e8r3tTqnK5RQ/f/r0CvLO1uK8BZJF0WWhJtxZccwr9fPget1Zz2V2V2VZuF5vhyT5FhjAMUUzGqW0yQPT7viiWD5fLaA1B6I3njkl0XNOFIiEB6jxA0QHi3t4vKe7s7rQdcAJCQuvAVWSBuXgs6gGlOg7QLA9wJI89hDMp2yxlRJcmXxW6wm3zu87YnCjM+Tlnz3SH3mpGvccD7XeQZRtqL5ZqFVup4AUn8rCi9S5D7feufeUK7dxDQK+HVDQbjQcLUPuO6Ym0z5AO646/cxiIsrhzYYHrSAzR9Fjv43/9LzP6vydNf8OfrdWxbxNCoEJaC3zPcJGRbBUstTScSnz+aUIr+eV8uBzV0plzTHt55cL+AkzR0ucq+tfr9CdNWHHm0GV4xi/bne8CS/rMWmrD9BG5466UDnnyd7ZbxtJY+KjO14eFD8jtZtQOesxSeuE1x0E/PpcCttAPLVQOp2ijRSM4P9DgoulzBiomoqMj9QMkQfPwbDV8JyQmyoiFXed14NnPjo4uO43yoOiYl5MDJCgP1OYf3P9rgqqny5lSkT+fPqZv7+9s2Ryc5Mr53Xhfk+xht3YaHO8KlKwtnM6X6iJ67/dfsX6zjkLrJMW3rc7PozXeuKRh+IkJG9n4FEFE5uFgVkUaOOG6a1jbtSMDCpCEeenyyu/XcN36n3vqJQJjVkFRB+LMgOUMeR1CQnQJR/fbo74QWxsFkZwxQcON2/MyVcK/LUnY2F+sAPSfHCddMCOEo43zot3yoPAw8mVHdiG9xURBMZGUPIYBgTQ3GYgI49qFFM+8cYZvCbu0Hk85PDiOBKoELY4qkAV4dF/Y3rDPD4uMoUzQmU14JDaR5D17xIsSdGLsTlJMM/me8rv63b7/+W6f2xI+iudXj/RHCwbIre282Kv7BqFw5mKnFYsIcTY1yhKirOMRL+c6O02Yw69461MaX7DAqqaG/n5JeTAh4CL9bhXhrnjvjm1HCIFoau9TOgq3rButN3R4Scrgqw6facs48EosHYTdvHDSHO/o+3Aqljf2Fvj/RpQyMvplfN5nUbfl1Nla3VKe7cd+t7pVVkHD0KU0grlPOSbnWWtvKRsOgJv19vE8O+kp9XsmCx8qme+LAGVft9/4wN/gB2F95ZNrkDJkHE0eUZc8zwm6xELbTThuiPqlGEW6g0rB7SpRiY4Y7NMFYqjbfPYcCND1pCwDh6ohidWFqt1c2bWRjTQTGQ26SRNW4+o+Fw/8tqa8Z6CUs1DvGGUyEU1RKTyPt3EWMX5lE2ErQpl27jvThv7mjninTZhYkrVA5ZueMLY875wxTebBVe8CFPa363jLtOuILCoOo2mIzeJ5wzrFjdNpOzI2tuE0sUxeQq8DO6QQRfqQ9KvKlMSfL1U1lpZ69GQbfvGds9jeH2lasTET8kT/eXzJ0otDHbZP799cG+d7Rax+tt1o7VGPw8hnjOfL5XTMmLBggDXbITdrzu7lmmQvN23gPtPXmnQO8b9qAiiym59CoYtunMnXTd3AAAgAElEQVThNM+9ETYP/eFu7j7Kp7gezI78sqaoz6A5qGRrJb/bELEwio1mmk5O1yP94GDcxX7yAHoOGx15iPXylE//t9bvKsP7T58+TTKd+Rnud95SLWtrQpOdj3v6BhTB/YQwpgtKlRVZQskPoPVGWWq6T4eqXzPj45ZkbgkMavoAs+hCLUIbHClVqitteIaoRvIzknYPr6Z1FiaFT8uJl3XlL9/iuE+1IlJmQVQFNt8PfLFEQGp5J28Ge29s+zEFE4d9nhdDDPbRRdXGyWR2vJVjU55vkbSBMUGqbnRs3pxm4YUgdSgBdXjgnhUJ097hpl6EGAEN4L/AlA6EJI765DONUq/Kg2eD+wwc8YvoBE9FPR/HO6ZD8n17xT0TqrGxhK/WCFYlp1dtdpPyMbGjiHt4LYjg9X1GI+EtNn56Tqh++LVKZ8vkpO17FFdjA5OGtTuvqXb3xy+v7G2nJFna7SubGUhhT6Um9I21vEzi8W4bLusxaTVB2B4SkEIRnd3bmGY4ZNHWtw9KOU0O5bIS3inJ07Td8TXuk55cL1Hn/OnMfcS1zUOlK++F9tHwRY5pkO1oeZiSS2y893ueh/0bH+9KSa6H2U5v+8E1LBrKnm3Dsjlxb44U45Kk79NpZVmWw4dq7ygtTEWJ+7N5R3OUV8+VvXd0jzj5x+XMJ7UZ31Gle5nqZK3tIfgwzpvBHnplk9NqpUJ/8P1ZQ8hm+OuVosEpHwVUnMz4B/I7kskvUYk4NCeDFt3q8V23bixZhI1Cz8yQfnBHi8ckf0y7Y0j/wGx4hpgfer3tfRZDpS5474dJbymxL40vuxu9Qg6COVPZBH5zPwqg3gKJM94g+4h9+hUFN3hOVmj5myF6AsI+m4LVayiUTs8opfgh1BQqu1FkearcGPu/4N70eP2ZX2TSntd0EYkYNzic3VCV2Zg+l5WlHHxp8h6UZRQWSq2VUoTP+Tfll4Vuzi3zv1MXfrtv/JaiZB+3naqVnp/jev+g6plTGZM7wRA+bJgsJ6pmPyZ3zXd8cF+HqNVDw1cklAHvozElG1tVBo20oqmgOmK/Y/Sj0UOgaibiyYXeBw4IVIyIykOApM9Cd3yX+SIP7HXSPzXeZM9G9zFXdw5ZngOV9Fz/+vpdFVRFT5yTkNf2xnkV/vwt4DYvl0/8/NMX/umvfwfgb2/fKHpInn8+/cR5Xbj1jXYbspPC52VBcoJ0N0MfjHx7Ktfo7HK2KHQGgdw8VZ3you45scp7rhYJ6NsYgmjny8uFt9ud3YZy2MpaCp43+t0a0mV2RQ1j844P4uLmvN1v0yTPJJN6G7BCTSHfI/jgD1Lg7qmIJ0gmbV4CElASduSygDyYZgo4lfOaiaYpH7cNzdHz3RsmTs3LzdzCwX2QL3PScyQFuaGMBM6j4OlyKAfKd/C+nAaqTFKpekpIz9eMAm2EhkUiGRndIPEkysrxejlvyvcTcJtTKcZvXQ/jPIkZ1oAudPF0bH+AED3XD71kOU/p3Pu2sUiZEtb/6csXyknJ4Ql/ff9g0cKa4FdVoW+gVZDLkOLuWOtz43VTSjmm2LhTpM4NsHuQm0cvAlW2vVPzXm0Yp7rSrwkVbhdcUuwAoIA3Z5PD7Fu60659Crhs5U5RZc9O6p7Nh3XUJnaKzzALi4IWPUwwW+fr7YZk97eWKBDVB4QwkguRZeZlQty7LWPMUitrLTMudenUepoxSVzZ90KrCb/Uhf/z62/893/+rwD8r//TP/K//OP/NGXYEWVrx6QeKvSGZQe7LiEp07pgFnvG3ox76wc0CeVujY8BXeyWyq1xHq690WyfTZ2uJcUwMh5EW+rox0igG0YyY73QPAQ0TrNZfyj6je8/UBAZv4ch+hG+n+sHXlKYpt7WQU0OwRE33A+Ymmp8/4tHzvOiCtr56eWFJXOY980DApzLPXqXZSTpA4IqQ9m4Z26RsDI8xZnyPUtC8R8reGfCFNciLCrsBkOqVPrYSY8msD8k/sWFiiBDWCeLl1sWfdWg1MIyG88KJnNiXqtSl8KSuZ9LGLe4F0xSPXW/ct+drKf41m9ctxtbNk/chdMC58z1zktNw+IDKq3ChF5bDWzTR1ppqwpnThOe1zVNvrNaWqSyt47JAb+23rk2Y8nPfdZs/8wp1zE9n79+gAx3i/Jr5BetOWtZZt7lSUeYKB2iyCveH3IRydicOYpErjURDRoiGRMa/RxQ/ZvrCbh+rud6rud6rud6rud6rud6ruf6d67f1YTq7+/f+GX5BYCP2ztmlZqwkz/8/At/+tMfuW5BUvzr229c1sJlkKIr/M//+I/0Bv/7f/nf4jXaziIF26IL0XqnuUzT3bMLvTt7Hx3MliPyAVXruHpKiYLtAZWTlBO27Pws2f15Xc9c1gv/9c9/xrJbLL2FJPLoVvSA001SqXesN5bshFhpFJVpWOnqSVAd3ISA8kxio8AiZXZZjcEFO7wKSNnTiau1ziLCqmO0XCkqc5y+9Y4N4xiisxv0poGJtge7S3LILRPiJxqjotEBHzhyEWZ3p2fnZfRrREuabib0cUIYJ/AwujkPBE4xn+0fY5BIx2QvJo3Dv8NxTFLe/YEzZaLHFMstoQEJXehKrfpA9Hj2L3709e1+4zIMcE8Lve20HtyhP33+E3eMe4l4sV0brQgtY44jnF8+0ewe0uaA6oV+3ye0NJy72wEbo7PoOq/rtt+h2fQqWZfCVgrWxhSsst9v1BEPfEO8zO7w9bqxnk6sS+HwhTHEDiEbTbjNyiF8UItOAnpvTr/dJ3+gvFbu+zYhhEUqSynsNuR+72HaOaBLoiynBdUyO74lDSW3ObISlrbNlqiJUKsgNkQsLrhfUQ/OlJTOvjmf1p/i+eXC1/ePw4/HGyJMnqYjMTHPONtujrATEuQpbOGwYJQkrC0KzusUHdlsx7wzbBF2F7b7Afv92D5AJ9uEu3TMKlvG5oWYWm0D9pjiI4IfoSKhUJPrJQGnmr5TJux+Y9FLnpfnFPxHXtVsityohtm8DvieN6w7onF9liIolWV4QslO745752UdBMnO1hv7mGD39EaaXOFE3A+UhVeQI17IgN7PvfzRHjcmO2Y+pyii8ZrqU3kbFUWK0YYUuwVXa9I8S6Jiho2DKd4N7Yfh9Uut1EEc1eR09nFenEtzekqY39c7IhcQp+XkrDdja52/v8V0+b43euvTRmE9CWct0//v5VRZXk/IsMQQoyisOcHaurHZbYqHVVkJGfSceONhKp5xfO+NgvG5Xrhwy9+FxPvgmu7eUerkijXvIIU+v4vgoY2z3ywELHz42ZSFTuRnAGYN1UNU7TAxlsnzRjxF7kdsFlRsclVNLdBPIw96Gvv+m+t3VVD9/IefGR/pY7vzT2/fuOZdXH77O7frjetbiD0sdaX1nZLQG9s33j++siyv82IqZoGfH2ILoogdmFdxDfPgOiCBHiPWmcxrjNDz51oiMNmA55UojD5ngfXz62feblfu1may02jYBnXwD1wzoGWxAZzQqfIkUjjV09zUu7XJo4LA2SoHXlkkkMkPPn/xunJwptzTsHYQGm0PHkn6TF0w9t4mLBEVmrcJNRivUyasCR7vy+BoHUlCWhHP5+Hx94LPIs56pXXDhhfFozgFJBDnIFfK2DgGLEmiaBzHociE+QGHqfAxGU8PjkPA4yB05efTx3AXvmiiR4L24EDzXD/o2u63A6O+KJeXE6cWhra3feO672jyfOqycL029lRZkgW6GkstE6KrWpClH5wGL1TplMQFW9dMeOJhSfjrIJm32y0aAVMFVHE6pyRsNxfa5qzn8GjZi0Pv7LtP5dBagvzcWsBjlqKY2xSRMF2xXijLoSza8DCKBHDou3PPhsrl5cxahXZLg+PeWS/LNBePz52Q3fzYtWoYHOfNVDWMdrdxHy4rIpX9FsUrRZFy4TS4Z0342N75x9dPALwuJ9q24xmsxTvudSqPuneKH4VrN8N68ChFglfhFve07jpP/qobJXlXouDWqVNgtT9om8GX11/A9wnZ6toRLxiHYusO3FsmWL4gLLh3mqfohjkdmYIhXYwb+2zSiBc6J3oZEMAn5u9HXp/XC2/vCTnt0aBbZrETkNOpftsVK8LNBz9y496Ers6S99HpvLBa5ZpG4h+20RV0yvSFmt4BC9TciRO2Sqj2DaSX9Ya5swxIqkaBNaC5knuoPTznpJGf9DzOYpqcoiPT7w4y1XIdV53HqAWWIpTB0RaP9mju9ZvvvO/wtmWhuS4Udtx1cqLqesHbB7dsbt32ztadknvy52XlTz99ZhlNIulJ5RiwxM5LfeWaCq+bda59O3jkdKrojIlVClWYgjOncmJV+HSqnEoYvX+73nhvnY+h6ojS7bBQFw+KyIAMOxIiFLP4Ca758J5bJYrbYUxOLTykWTMHelwpfjpzN5uNm3yPRx5YfhfP9T9ev6uC6lM9cUsVFqRy2+EjO7d3e0evbzNQrCysq7KkzHrtwte//YW+/3mq19X1zH79oKw5kSqF3pkCEF6EXTq3bQqEB8Z1XH+qFGQmS6dSk3M18MqV6o3PL6/5BOe39ze2h3FQrSvqNjuUsgiSMqSQxESpB59BQZaC5+TN7wubt9lFDRT/QWwUSqr8xBqf5IFmjafS2HT9pgZhMjf1WxpUajkImmY+Oyvu8h3p1BndlnwvAXkwIxSVKETsCKAOVHFG6VdXyY5VBv7eojszY3SaA87O2lAuG6fa86mjU5cWnQ81kjiTL6fpmq5AH4UidnwYQlodZ+KPSyEMWvMgap2SZM/1g66X+so1hW7qfubTa0HrIUmckHoAllq4yoal7LHuC24b9UUxO0KvFp22Bk5lcziNbGRR8EYd5uAlNlGZFgXlXxjWdi5Vp8nu7f0dQecEaylK0Yppn0aZKsJ1b0hOh5bLEk2Ohy52b/uB6VeBWo+Ggjney+RhWA7URxPIasj0HqpcFcTpdph3dzplWTjLiEtxOse9VA1Ol5IcEmi7UJcVSclyeb+DCt8yGe3/uYes+7jlQg7rkCO3EtLxZRSy0Szpe58mybUUzBo2vlOJPpdk4YkbZmA2x0lo8bmp9o9vqPoswEw6hfgHAk2g5cSrH6qCXUOlq6wxcVpZaBxNOSemdHsmp7tvdFnZUhnpO3W25/rh1uYc96VHQV3yvvFSoikxmoqWjdUcq7yeP/G2vdN3aJkH9ebUunAq0fRZTgt327hl/OjmuPm8zwynP6jh4qn0NrjJaNz/I+Em4sM6jGEtiqNaZBK1rAutt0OfoUT+MZA+WkoUankO3B1/0LpTLWOQHK/ngVCp8xCVazP+mnz53p12vrOuJ07LKc9D5/12C+QMACUQKKMHXCLUnk852WvQmk0bglM5Ye6Ti9oMzMsUAY5UorNkxeFZJA415U8n5afziZ9eztOW57e3d/7p61euw6zc9UEshBQfskOUIvOXPsW9QqBkiNzsHt/jeE9p8TH1IaYOI+Hphy6R69VjJJ7/zpO7R9N68sAfju+5/p/rGX2f67me67me67me67me67me67n+net3NaHqW6ckTKVEL4VESrBbR1qn5kRqEWflwAaD8/72weunL/y0Ji6fd273nW3LP1qjUt8TN9v3PdSq5iQnGzfDqM0lRqejm1OEML3Lar8on8vCkmPir9cb73twt1aiU7IuRikFG8adrNhSkQFI7k73Rk154d4E3RqN6MyI7vjuKUUOrj2wLDl1k5qiqXmiRAPe15Xj3HglHaviPcyiy6Tjc8f0ZkzuGsE/GheXkSo+Y5qkPZWCjjaJPJjHRc9JptS75CM7MmFFtRSWUo5poAVsb/hXLaXSrU3JepOc8U2/LRLGd7yHS6gLASnlyvwDkZRVR2an3lLtaPCyighrqdP4uQJyEl6zS/bzebiFPdePurQap4TjygnavXFK3eKyFk7lwi1tF6w3zp+WMMIkPKK2+wfL/jqltkNut0OL62w5Ob7B5jEFu5SGLssY/tDMEJS2B3RlvVwAwweWfynceuM8jF9dqeuCJB/BW6eclXeDl8HVWEOlbygLmjjNdsYdLEWx5rTh/liDPzmmIa0brSVnAFDpbPf7YfVQC4tW6np4Qq31xPV+PVQ5TajmtCWn+bLQHiCAuHOpJ0ogF7ldd1CfxsBcTpy2E7XEeXs9L7x/OzxfSnVU9zldLlpQWaYXl+0dlzTqTrilxod/4F05bjol7kkK5mE2LLh26pjUe6c4tPQtsxglojldQgXV24xJoXQqaaaaZq56RVkOv0Q6TTuW1+AqirrzqcYxH3395/oR1227T5VIN0fV8TGFVWHVhY+EiK7rmU+Xwh9fAkIWsDPjY++sseUgYmx+mzDTSz1RWCk5abm3HUMnb8dl7oDxswaI+BDoi+ttot4davKTISbsReFUy4SNvbUd6zsyONcl4sHgedW6sPlt8kh7M7w56xKPn06FuugBD1adxtzjULcu/D0nx+/7zq/3yp8+/cIved/8ev3g1tuMF4tsnIXpSxc5WZ+TGK0lJ9OHquh1/2DLGLg7gTZ64I51nDpPDNRx7gBV47wWzrVySopHXWqck6HKZ4aMnJFE5nTmuVcif9Sc0ntJ1M2E4ey4Kn3g8krG6aEy6uSE7jhOSU+cyak/zmp+/8GLGJ5gUw36uf7V9bsqqG6u01dkl68xGp3jTo/R6fAZKsJ5XZC8+HZxyuWFXz/eWNsYl4czySBKG53ubT7HBfbWHuBzBKwkj0cgboaHaariEyJyrvDT5cL1HgHybb+zWeBot9z4ZVfOSz2KF/dJTpxvInX6QCBOL51hfS0EDGiiaUXQlDaFgNTYA0nDHzD4I1h4D2LiKCREgmA+HbrlQPnO/wgTC+zuUXzkw6dSI5E89EGDJJ4BNyCXfiR4mbiEWV6Zv9vaYZpcvGCyTwzzssKLrXxNzLM3QiJ5fHfWwXzy5TwrrAEjYMIeDulSNQnYZsrDs+1hzJwk9dd1YVmYZNrLsvLy6YWfT1Ggr/UBt/BcP+RqraG5Ia6l4O7c01NqcacuZX7P93vntn/j8+efASjVcL+z9c5SA9JlQN8aU6a4wUllcIBRTvS+U1IamWKUvuBD2EaBLpQh+JCyMluP5EKKhf7yQOetld2Ms5bABxONgSJHgYSD+D7ZgBVH6oPEeTGK2JTzttboDQY2pRRFKPNeUw9uadXM8ohGyKme6En6LmvhtB72EOGpfXBF3Tu2Qc8i7bRG3+p2G4lf41QWSmIl1/LCR73SM3F0q5yFaYExzHAn41FqFko2ZfC1pEx1H9LK6dEycUIa1hijabO0SIaHbLrF+w3J6e4Jrxr5j8W+NBpsVTSSnnJYLagKws7HQ/ZY5IB839lBOuU2IFnPhOdHXiaCJwy1a+ekhZrX/NY67/4xobSfXz7zH//4iV/OXwD49eM3zH/DMO73YT+wBDQsr8nrvrEAaxbgWpQPv0/IV097kcH3DU7eA8xLBFX9F5Leh3+jqrNKjeZE5hiLepQleQyrK1/Whcvpki/aoS2T+yNqoJ1zNiDPpSBFpmVKQTE5GrSanO0txRnu3dME9yu3PQVkevDSX5aMH5+d/XLmW5qRX21j341aEzor4SHKcuQwW2vfUS0eYdF5FmYeJki0xKevZWGpC+fLOovRqpVCCdsMAvKbZnVxVnoLY9/8+0LQGMZ3GdmJBdWAtOnx4FJB2MB0ejS4AVwpkrSQmrE641Utg26hkWvlNRgQv2VCI9fld1Uy/H++fldn5/3+De1xA73dbux+qJWIGt0L8sB/Cmfrg+ezlJVr++DrR3i49Na4S2OoUNxbw3AqAxscPITBJRIkfacyEdEFjUs+HwcpMn0HfrmcOC0rf377GwCbeSYREqpYRNJgPQrAeE/ots0buZSKY4f/iIVP0vA2KSIsjwoTItGNluOmDHPJ4V3ABNl6H50yi5g6gmgJUv1UisHCIX1M3mQUk8rDy83VcBbx6YXRM62Y3lj5u3ETl26YOztHMjJfeEB9YzRIHcHGkpsyk5sG1h+OWRE9PBxA40kzoUv39tHtcaObsfk+aRlVhWYg6a9zKpXP68rLEsT4z5fPUKDfI2i/7Vee68deZvAyjHp1p/XgKAC83W98sjOeG+TmRi1fZlIv3lGBvXXWLMrr/gGb02QYjoe1Zs8kXuVO5zDmXJcTroptORVzDQ5CkrekKtJs3v9unVKYndW1nqGHqtOcknmlbx3JSVs3Y5WVPTvjbvbdvdHahpzPk0/gOK6Hmeh92ykq9PRrWoCX8kLLiqxUmQpd455floWOz0kM9PCrmue9cXM7sP2isCjt9i3fM8jzf36Le+zPf/nvlGU5PADd2LpTRzHjjvshrAOGiGYX+Ihjwa0aXM6cUI9x4SChT8a+4SIz4XUnpmDTyL2HF16+52i4jc+4e8QotMxfXlv49w1eDTS6H2fJkRCuyHN/47l+5PXRt3mNLx75iWn6wZmFh2NecF9v7/jXQk/RlF/f39mso+rsbTQaB38530CdplDzNVcRVlm41WOivbcDsYKHBu/kEmdT+uFhRFPNFng5LTR2zuXElnFQKSyLzGv4sqx8Oheyt5FT5MNtbdWCLIUhvNJcKK7z+aNnMUsZCV/Osde7htrpvW28pdn4WgqnsjC6unVZqIsi2UH9ZBeKwJbNsd47l/OnfA58XK9EIyjjcvLGxzTJxaeHUxxSeEqVzKsWnFP6eWapxfX+lff7zj3jR/OhfTxyUssG+miWK6ZHw74CC4V1DBG0s7uFkAgE7y35ZgC1VIp4xKP5fX4/kRrns+ZUvfcFreUwL/9X/vy5jvXkUD3Xcz3Xcz3Xcz3Xcz3Xcz3Xc/071+9qQvXf/vorL68Br3pvgnmhZzdRPSEdOeJYZaHWRzlQ56N/UEX4yN/eeqMLhxJU61Rdp+x5TDXkAVMfgt/T+6Qo0o1zdjkWDcW9l1O0B355+UyzbXZymmvyenR2hMw71+1OW0an5Uytdb6LeHQnp9WRew6TjrHvulYShZYcjIMr5GZzbA+kH4WhHpCVeMTTzyCxuImpHrhrkns0J1RE51nGGNk9nNOzG7KbRZdk+E54odEPCGC+1oQckm7tyOEjRYzh2xj7yxBeP6CL5gckcNES3LcHLxzVg/8GEuPu0QAfryl6vB5GIxheAL1tqAqfTzGx+PnzC3/69Dplbs0aX9+/8nHNTv3y5FD96OvLz1/4ePsNgPX8QqkVTYif7cED+LinClxT6oszKDMiRpGF1gxPvP96Xillg1vaImhhl4K3hCJ3wBzJ2cPp5cLmGzX5ByKC74erm1JoWidsDQ+l0Zb+KN53tJxQu9PSN6qeaqhyphKgiwYfI/lFvSp+bzPmdBP23UINDPAmqfw1YEMgFLYtpkWmUNuNfo17b1mVRRTcqZ8iXhcR7vvGltPeVWugCrLTfu97eO4MflIV5Fa45rnurti28e0Wj//57+/8w3/8+WBleg+1sCPE4G7ICJySMY2AAwLszah+KCo6holAQrAUR4w5ycdidvBo9yB6TNU0oVRHXMtO+4iDOFRFSpkoB1fL6f04BknV1TH1jGOeUWyQwp7rx1wPliIiy7xOIaYRpsKeP//28cZ+u/Fbco0M5dZiilXSygWN6+xRm80tOOUQ93otyjmtPZZu7Ozc5chJqpSJTsGg7e2wG0kY/lSSE+Esp8gjxmS2VE4caoXrUpECe8pnXs3oYjMnqeIBTStHetq6TQXi87KExPrgqptR9ED1BLGro6wcvGxls411wJqLYh0upzEtVlpv3Ifv1P6OrC/Txypigs37rCSla/oyeYgvDmVjNWOvJeIccFoqta5szfjb138G4P/4y9/42tq0RAhI3qNfXyPIEpmDaHAfBu1h0UBEkYqx3j3gwgOWKIJbn1DutYaarPfjenBxFhG2jGFnid+18bEKmDeqHZDR5/ofr99VQXWznde8gLf9lht+bkw4RZRBY/lyOfNSX7gnLKWxxZjbdUa0IhVr2wFXW1Ykx8+QkA6X76S28YcNtTd6b/NGN1HojSW5BC/nlW8f+9xwRQpJPsJzhH5elbePNv1X9uK8rOtBxhZhcZ1k64bQmtAzWHVV0IqnF46bBbb/u9G0U0ZROA3c7MEQbglz0BF0pbFtbUo1h5Sn86jYW4RJrjWC2zEKJnWlIRMbXN2Ce5YnunmULCPQmAckMLDSh8xxQb4bsT5CC7t7EPAnxG9BabMYEjFUj8tfkJSjPbAMwvGCQRaNZGbwrF5PK6+vF/7DJTDsn15eOddCTw7erV0pKOc1mPTLywvP9WOvl8uKLsGJ2q+GtX02aRYJTs3YZLd2g/uJl2X4kDWWpdD3jWuahUtZcC/T86m3DkWpk+vX2LpxlsT2+yva9ZAxLvDhW8YOaFuaiw9cvRveO5cURvm4b7hu1KIsQ37ZG2UJ/gPAvt3oRdHMYKQET0FHjMliaAAczCN3WkcS50azbUoQ19OZfd+nmM+ynmApqBmSBVErJWTKMy5te2cxp2UMuO2Nizg2JOqJOC0lmhn9dqObUQdMkZ2lVm6Dn+A7SkB9IDx+et8RhpiHItYzccrYOBKPASWSsAcv2Z2y9PCZHi7qmLcDTkNh33ZqGSbLITgxIFxuTONwSPijEwXcd9iax5Q4mk1rGbDCsK8YcU8fvL6e68dbS12R3EiLBwdmOiSYpQH94f/2YVD2A3rbxTNJHoTHAXmPH5WQ5h7mr10624Mn3VJX1qVM/jMmmTOMfTChynlIqrCuymnYtIjQ3CneuSTPUzS88Qb1uIhy2/ZZGLbh3jj8PpFIIB5yN7MDUrz7jbUWxmmIm6ZMT0o1AatYsQmd/ro3SlkoEnHwIsJmMAy1ejNKWficzfO2fuGynCYEcJzKo6Q6uI/zKGymTxGDu2El4tt5/YJo4df3X/kvf/4rAL/dOh2btWq0au143Vqx1g6uutmUzIfIWeKh3EuIfGfmTcVZUclRNVgAACAASURBVGpCAkua+Pqwe8m1SZ/Q6KYhkd9Syv1UFz6dzyxpJm32/Wd+ru/X76qgKvo6yZWbbyB1bjBGR3SZ3cHz+cRSKyVver0vfNgV16O4kHrC7egGNvOcRg2MfU6oHtP6h/3M1HCUW3IHmu24Gm/ZGX67fVDKZarZ3PfgAVSVSVTcvFOkUDJx2LeNXstMqFrrrKU8qBk6931nG95YqqA+SaR4Z58TNjjXyqLloQubEy4ODyas47S5yZsFKXUUJ+Hh9NB5VZkTIyD8YPBJ5naS0DleXnKuN4oli9g6vDGEmGaZHebABaV7nyRR10gyB5dkbcK5nibGeddOqfXYnDy+u/oQlLUKtBFgBS/R2R7HvEjhpRi/pG/Yn376mZfzmdMQtkgxgBF0Gk5ZzpR0eD/VZzD60ddahY9rxodFuX/cZ7e3FuPebsjsOAq9Nd7zuj6ta6j4qbJnR/C2O4qjayY+exRDwwuvqyDd6Bmq9/1OqWVONXrfwgRYD4PyomB7cgWKpmpfNjO0pDk1kydRq0GFkptm33e8Vqb3nQXufnjBSAvCec3r/kPvmUCMZszOiZXykvHB4N0bC8NvKbroQkHncD+m4ON+u3180OsyfWPcQw3Rb3kQ2lDt0wy0KHQttC0Spj2Ln2lE2StYmR4uIkP05ph4i/B9UwWJJO5hoqQ4bRI50xNsKnsV1A6BETR5I4PvSvI7shhCYvJ++IQ77tnjHkqSOv5gkmCAfRqWBgfrkKLwJ8nhB182myF+VAyxFBYvkxMDgRIZXEeho1RU6mFI70K3jX/J7hgF081CKXOq4drOpS68nuO9exPu+50t99VuivmR10sRFtXDks4a5sZalNMQpVmcjh5NWzfuMKcibsNvaXzumNQfk5pIPTSrleYOvkM+X0pBTaaB9qJGEaFqmc3v67bRZaflvddEETcsJ1L/N3tv0iRLkuT3/VTN3CNye6+WXtgDEEKIUMBPz8/BCw+8kULhhWhiZtDdVfWWzIhwt0V5UDXzLGDQh7m9QqhIV1dWZnh4eLib6fJfeleStMlVX5cnHs9n2qvz6aUK1jMi7yba3Y7C0+RXj6mqUEujz6lZ5ucvX/mnz7/wyzDyJjuqRoehcea2l4mqWVOii7zzviqcWaYA0VkzKWcu+xan5J+5T3EPSGbTS6tLJ/fwzhsnatA4DM+1dBYRzqGG/eF04vF85hLeiw/nISx0j38p7hyqe9zjHve4xz3ucY973OMe9/hXxm9qQrU8KBpcgfP6xIeXB66XUFjbL9CNl9UnPeu60vuNZXEPh9qNcrlQeqNFd7fJTl4SSYf0ZqO1dmCcNTqIQzkwzmP2LzWRJVH3GK93Q5fELaS8//nnz/wP32WeH/yc3soXqkEnT+RvbYqZsUQHepfK3m36UnXrPhEZnKngKg1onLUOzd5NeyCLHI7XrQWfaMiRu8eEWXJlPIAOSRWRAemp7z5lXAuzqTxoduDAxxVRtWOs3Boi+o5zZU5hONpq3oEfIzIbXd5OGl1uaSySZldrTKpSnGPS5J9peO3QSNJJA0plErqC0eXSTO99SremhL9nGR3wxu+en/jDd9/x4ewTqiV5x3uct7XqXjwBn7h+foO88eG77wH48fvfc49vOzZ29noBQHXl9PDEdgmJclkQa/S4B9el022n25hGVbJCXhPPAeu5XY3ejBxwubw6rGIq8Gkn6+F2X7uRraABfXu9bKzrafqH5NV5Ojlev66Z603oQ2FPLCYhMrvKFZcnV/XPsZwXxJRDUtwgH1Nsrg1aJ51DoW9XbnWnRX/utHqHfPx9rw0xnZOdLt4Jz3LAY7tAl2V2Y5clsVulDk+vvSFPj7TA29peySlTQ9Fqb5WOYgGd3GpnXU9s/RKfUcjGXNNE1D1gptIhjm00+9XSZvXG2Ca7OGdT57a5QT/wCUk0pu/H4ucTo+i0q0+6p8KqGE04rrP5uiP9WEvRhda2iQ7IOWPVpty8Zn/d4LOp3nuk33I0qfShTNx7fO9xv5gEzNT/ttNZ1mXC944IuX8Afn0/S45pMPPhp5vN9aUY0BprD45mapxEacHxRAOXMpUwk+vzTd5DJ0tCU5739ZITJ4QaU66tVIqVd4iViiCH5HhvzvkOuNySzogIh2J38LXj2e1lh3xYoJCTn44IS0yknsJqYIvnv9dKeqeQ5+/PfLbXnKmtzDXS+dRMJUGnenSqDaqFT6rH8DrhVJAa1+kvX7/y+Xrh9bYxUYTafkVT2MuO9X7kYrVyoiNB39BunLJOhMzjqpzXM3t8N79shRtMTn+35rlhvEG25Lwz9U8MkXN1I42pliWEyhq+pk9Pj5TSeL2VuLR3jubfi99UQfXh9EC5vQEOdfn+6XvWcLjb/9bYpbBEQSXWKQWWEIhYUkLKjW0PqXQgSyZposeYd1H1hD2I002UJMKtHd4FiEwpyt4Su7RpHtfVeVw9Xv/pVkhvX3iOc3xZzny63ui9Tl5GtQS9oCHV3CWzbWWSzDVL7LV5nkPSgx+x9xY4e79GSRxje0iQul/MPow/ew/fJ+Hgaxs5CcvASZvzm8L2IeQ9daL8m0RBNBdZlx6eRFb15fwAHoYc8TuoTcJmAefcJcM4RCRUk0MbhsmuuNT0hB5QuDWbyU4nZNCPt0TeSSJDw1o7CMDi0sRPQf7/8cMzP374nuf1PE03922jWJuwpMd14eW7P/Dz50/xHpXrVjgHVGF5+o57fNuxXfuEY7VaWdbEQ/ilqCbafsNiQzs/nqjFaNPfyWi7c/EGZ8r/c2Pbgzi8Kiq7izwAuWV0lQnzUQkhnek1kry4Gdg2dehJD+5wobkJdyQnNHHRiSrkPBK1hEzrT+dl1R1kiUKxJ6Qf0rlLViTrAS1ZlVQOwQdJKfyY4tlM8HB+pMRJtdqQVrBkB0ehFx54PtacDL32CV0urZHN0GhwlAZbL7MAc4lzppfd29vG9bqhjOvWafSDY6QB2Z6USeeFGX3CdjpG0kQLmWOhADaLNrqvc4O74fYJR8JrgHWhD15XaD0PKeVO2Fu8S4hb6CbNsqg70HDsGdrDW/Fdw8o9u8bXf+dQfdNh6eAxd4eM6lGxk3pHg/dTame7XsmnkeQm/K7SQ+hA2iyW5jGFdwa2Lu89YIYYlGaEJg6n6uIHLw9BS6gdqcyGrQseFOo7ygB5wRW7Yx3MiUzmElSHVou7A7yDwB+MKS/Shi8SeH6hekCOncykk/eFCF3bfL9tq0hyAYbRcE3WETKXaGafHp55Oi200ey2HZPz8NhlWROX65V2EJzA2oTU1hAgO55LzyXGUq/q/PRrNIwunz/zZbuhpKPwwyGDAzJON9aUOcWVeNSFD6czxHqzN+eFPsV+k1QQGiwhUtErpZQJ3/P8lLnG9b77tUInT88ToTZ5v2vqfDg98Pzg1i+9Nj69vXKJdfoU0L97/MvxmyqoVhH+EiokrTW+vP3CLfClRvEpStxut9vGeT3PC/D4/Az2D2z//J+mmYdpp/RjUrKoYL0M6C4L+msjXFX/25hY9b1zelBykNKrNboZbY+Ca4HX28aQAXtcV3653EJBZognNEhCi4LnaTmx19v8GUk86mk+lIKrwORYdKUKpfXJ6zHxYmuazGpiL20mV5lE70Y1T8YAskKlsRKJY6gbjsVn1USTg6KpIpgpR8qo+HLX5++JEgqYvIGRVkiUTqPrLsTUTA6c9SorXesUvnhIid1k+tjUDqVdp8O3pISmhL0zPBax+R4dOC9nSuCblwR/eP7ID08uJPHh+eyeM3XnGn5Se+nk/DA9YL7uN7jc+NtPf/X3sMKaT+y7H/Pt+gv3+Laj7pVleMKRWJZMb2OKmaiWuG7e1Fm6sj6c6JFIlLajqqgZdYhKYGRdDkVNA2E5kovk68qYYEnvdFHyGnynU2MvFYlzWMSfzzKe91bJpxWr0ZwYhdoKPQrDh5RB62yYdBWq3aC9M73WMnUS1tPqRPNYg4TKcpa5cddSMDnMQ43GYkzeZzejiNDVOUjgiV5pHR2KiCaIrdOAUqVwu21uWo53X43mhRDQm9J7mUT1n78U/vxP/8wffufT4STqJPiRZ5qnM4NTlZpRpeFp1+A8ZUzekcRdKgebgiAZXdOsh3op3rQZBsdq3hoa+4G6vuooLMf7DDXU1qt3yOVYC1vvIGlyYLU3NCWfrhFrpZ+Wv+edQvVNh9k75Vnrvh7MJoBg6VB8XHIiqdCjAEupIaxYtzm1ElXQNAuB1s0HsQNVgftBTmzI8J0KmbdbN6oKKVSGn04nntaFWyiCbr3RqdM8tiMutlIPnpWhXiNOupGCJLZYP3QIzMxehzvSzbZCTNDGM9DVle9sFoo+hRkTciOzBPVwPUWz8/RCKR0dRm25s+SF2xDFoZG6TIGIba9se2GLhk5tzncczZJqgB3FqqiQRcmTeC40U7K5efHXeoO+oguHgXo3byCNom9R53DFdLGoUrPw3dmPcdJnJMkUBvnlduW13rjFOe/NgosWh3cd0sPFUNzfzr32xpXrLJO1BS+L8PHpI2+bX6iv1yu3WpHo2Fz3e0H19+KOD7jHPe5xj3vc4x73uMc97nGPf2X8piZUl9uFS3ROzotLi5/x6v6X1y88PbzM0fS1Vk6PaU6bSMrp6QnNecrcmhmtd9SOTm1tOz04VatCb40cHYclK6aHe3atjYRMDGyxymM6YwHPSSK03nm9+O9/eDnx4Zx53XbmfNu8+zEHtNM5e53n2JPDE8GHY6LGKTuMsGlj+ZVKlE/vpjpNYGqnKG9gj5McHZ/5zy7zPRCmHHzKq3fKGNCWRqll+kiYmB8z3mN2W8fPqli3CfkzI2AI/vsszhGQnlnzmA6Ie4tFS/ZpXRBRtoDjQfdu0eQr+MWcikh9IXdB01DMSZzEeHh+iO/iO757fJoqYlY6Zgutd24BE5B1RU4rPSTt3y4br9c/8+XzzwCc0srHl+VQxvkvoe73+OYiy8LpwTHssghZMpfo5uW88LAkbm/B67lUTuvKwIGcLMG50yu0LSYjMdmdom1mmNUJr1N1PsLgH+qiqMJDTKCXl0c+fXqdfAXNCUURjU6iday2g9djSrWOmJHSkE6u5JawZahBQV7OdAImKEa3hMUUTDVRq0xeZtKErsvkirW90k3Q6KSqKoUblsY6urJKJdFoMYHaaie1TgtoSWZhl0KN91zTSu2FLeDVi2aUTBnwW7uSl/O8kMvTE+v5mbz6e+67YU0nPC9153EyJ/cuKGw4NwJAaJh0BpjZ0TMy1041JTUddjjUQOLN73Ka1eRxGeGdZLGlBe0FGQqONExqcFRi6uAM08nLM2mgnR77QyMUpsc0/78QhrvHNxbWD5lswz3OYoKpErD1d7BO5xrPn5wuYzZRNRUj0UhDPl0MaX1C/lXcjuQA2jgXaHANmxnVlDUUPK+68+F0mqibXCql+jHBlTXphUymyaARLOy9Uhhwuc7OPvfm1gTpbX4uUc+LZh6mQjOHDvrvHfI70XhhudLHhwgKQu2dEnx4S5n1MfP06Od9ubzx09sX6oAUi4Huc+plrzvXfefzm3MwTRLrogfPS3RywOJCOnpucJNao0uaSKAHW9htR3qauV21nVIrEuviSRPWXfoeoPeNn68be0y5PizKoiu3WBM/366UvVCmbYPGtC/WaVqcV0DURRxOLMzkyid9ncdTnOfDB7bbG1+uw/qlBa007qd8n8H8vfhNFVS12xy5Pp0f2LEpP06KUfQsPCqf3z5NrPGHpxf2Uih75ZwH/8iAPjlRtTWsC3nymyqtN1IanIpGE5k4/qxQitAGzjYZ65q4cTz4mjISxmxZlY/rwqfbhoaU5vBBGbCRsm8uSz6EMuqNLHmKVqiEdGn/L8Qa4pzcUPfA7Ur3BXquRVGDiMK7Ko4ujWoBVUmZLDpx2EYls0zDOaPT2wE76GJo8NEAliWzl40S342Zc0EGjteCqD3WeAs/MRECCuAL905Hp5eFYrIzPBkwh+S823qcfMkg1woqfXrvJF34/umBH18cO3zSBasbvR3Hwzo7wvLoQiaPzx/Yy85WvvqftMaiyvcv38+33FvhOc4g3Quqbz6aFfLiBdX5vGC9ovjPneI4+OA0lEuj3iopDFjqIu5VpTIhFBrswD7wMSrU6sk/QCZDAg0fKpOFlGQm7Wc78bju7EPMIS0gnXSOZKRf3XYh/FeKVXLzzXY9B580uyRxiY267cV9qmKTbSaU2yu1+t+TCM5lcKqSN5NGhrOXm/M0Q7zl8XRm23d0SrcrpsaeDrNPSUZrQh3P25JQFfbwCTRpzpkYfERdkNwnJLBcxJtlsaacRXg6C2us5dY6e3tXzEjInY86E29KdWOuPEr48Qz5Zrz+kvlVOU9swqtQkDaLISzyllj/DUbHyu+XXsNceBDdHT7axWYCLNHwSsPgRhTEpuhIC7uJcT/JXZTim46OHRxsw++hIZQEwOFzB+IortnolDB57pNTt8TePmwTzJoDwSKpT6ohnOAvyOYCLoMHmlRQ6wfcrimtdp7C6uVpTey583Uf0DnPf4LdA0DpDvO9RmN5bw6tHcVJNxfmMR05izj/KYq6nFIUBtHIDh77KNhcSOudkI90RDKlNT5tLnte2oV/9+F/4vnka5h92bn2SrQvKGbsrbEF5H+rna013qLj3tuVh7byFDY7Obvl7nh2LaQ1hhWFJkE1UeKrauZyF1vfnFQKqHZS0pmbORfSKDPxcZjw5xDmeduNxE6LAvvWui93YRi4oCAZGRYa87rEOanvGwqHgJgoKRvfR07Tu/Hz2423emDQVWw2t1u9Y4r/XvymCqrT0zNP8dD+8P2P/M//4T/wy9fPAPz8t3/kz//fXzhnf6Be9xvNhMcn//lSd376+RfMYAtO05oeENrkyOxbZdGDN2VqdDk8nsQMh8QOsrer9IwpSE4rHTeRA8cOW070IBWW3nzxsGX6HShCf4ftFVU6fZIhEaGXxh4F2LqeMWN2bjFF9HjwsyY6baoEChJO5/7nXSJZ60zSZ1ajjDYs0AySHMpijuM/pmhdlZbzLFYler9tGP3uNXxn4qHWhDSbHmJx4of6VRRTonKYaPryNQvGy+1Gt8o4i5QSkt513rqBuVfQuK7PS+KHJy93XpYnHlJnicSl9e7chuExZY1SCpLyNFXuDW63nRImeNKEFePlOUqoZeV6fSUFMfX1y9+4x7cdl2tjXcKbJD3ytJzID34/3C4FUePp5M/Nlhac8TDuF2OP++p8DqGDZpS2z+msaPKkKAqBUwpVzmhWZFwIZ2yIelLWklgj2Xg6n7mVK30UUC15YTBMMauRSNxaQ0sUJ0mxJNRY9+qtYlVpkTxUM1o7HdOcPAjRw2MlBByisVRrAYQa0yTjFNOgocq1UZNi+ahOSu2cEodqZy+oJZYhtmGCirIsYyqumGY0Cs+kN+enDg5EMV63N34QTxSUHbE5l/eiJ73zbzKco9LqoeJqnV77fN7N5U+PyboZ72RuYjKQGQcQ6+6rNQos9Un9kRB3L6QHh0JcNMOJ8MM8OPlKGPuaSXIhksHj0u7qgiOZvBtvftMh74oZQV3waOQbze+fPtV0DVneiaCY735mh7zT5Pz0wbnzvX4MMpdooI7pztCSGc+2YN7InIVB51o7hCjWU154OK08PoZS8e3GWym0dkw1NutUq+zx/Nd4DiciRTpF7PDC7CCtYutYX3zq8kvxdfchLzysCy2KnZqMjExRCs8TwLqyh7pG68qff/rb1E+2Wvi0XxhCxqTEW+7Tj8uqcGudLTj5Epa7I79YWPwTDDQSwU+Twbd3v7/PMXEvW8W1kftsyGRVFtGDQ4lba41nWLrQulEjZ7kaWN3n5+zd+Vh5rjc+JdOhZGoJYioFPhgT4h6Ka3/K8PHxZRqMf759oko7+O2Me/Lg4N3jvx33dtY97nGPe9zjHve4xz3ucY97/CvjNzWhKr2wProq2/L4wJ/+x3/Pv128ev/00//C19f/ldeL//x2+cSHl+94efgBgL/88p+p5vLda3LMahNzWc2h8rcuSOnUoW4V1KTZLR5Kd1HFq6jDBMeUo8XofcDwUoqOp3d7HuTELgmVMiE/Kk7BGJMY6wUVnROnJrBTSPH37XqlYe40jnM0nBYVXQ0amhULFZ+cXPFlOGcnTbTtxrKscxLXgMzqcBYga+H5/JHH8+AndKw1WkzFNvNu2ejESBfvHg9YAdkv3Oie1RbQgtFF8zOdeOTgdYGQZXS5jJNNgB89dazpHE271PDRTRb1360xLfzu8QN//PDCh/B00L5RSuMaXXVU+fD0YXKoatnYimsZ9YAhbZeKtM7TKfhqVGi3qSRZdgNrSHfcdrFjynePbzPSqrzdBrylI8+QH3061M2hNHE7sJ4fqUWnV1KvlWYdM5Dw+aj7G0nS9CuRspPlHVY/O7R2wsKSTzgscCGaE+f1PJ+1ZVGMPP2dSImszA5kt0ROK3XbuRbnB+T1iWRCHh1fFbatjiEJaXEVqJr8PyQkIGnxpFqnsc+O8ZIWljVPZdFedlftDChKaRUTIzdB49nQvrH3Cyl4XLQeU/Hhl+fg/0kfaZ2221QqFHxdHXLAZTP+6W8/84eX3/nfB2R3RLdGanJ44ZjzvngHwRNriPaju682qBLxmu5w5DkhGP3c8SYCpHcQwB6/j+Njvua1sc4JXX2QNa+duY+gxARSOogePJtWxzQzfm6Htuo9vr0ovU4enFgHE3o7JpzCMXGoZlDe7XFA7Q1VpcWoVpJ3zZcx8VQwVdrg1fhMa+7/TneOxIaYctDe2YsIcExdr7XS6XxIvugtj488bo1P+2Wq+JUGmM0pV9fuMnnvoLEpyYQuqjkQekqxtxa8qGNS05Q5ZRGFRc/IsK9BJ0po8iHN+HS5sAxYIQqNyRMnptuHSrr/5lB0VWq3+ZmSKksKXyfAuvPU1uCWNTPe9gv78AsVQzUhfXlnWeMT+sO/01Udh6ijJJd9H9Ltrbqv1PAgVEn+fQ1YswhYG6hoPx4y7S16EyQD0meu9WE9k1T46dUViPfaKarzc0nA/UZadRAx7vEvxW+qoPr65cuUsWw//YX/8//5v/j4wYujcqlsWyWHlO/z43coyk8//RmAnz+9QXap3/Egl22jvzODXS1BTjOZMZHY5AfG2W++gXm2DnnV+Z573cjd+QPgfAbRPsfveXnhc/mKZugT0uGGc2nkFUj4RB3vYTAfGrS7x8PAzSbHNE94HV4APkTWl1QopUw4npoikhwDnd4/Rsci+7ie+be/+5GXD168/uWvf+O67dzKSKA2TIQ0zf8yDRncWroYvXfSwPr2Rn7Ppg5ypkypjOSmeShlGNVYp6Y0PV0SsCvHa5KyCpO/IJb47ln58ekjAOeHJ6TBJSTN1c7oaeecPAEr9SdOH/7I7es/+eHkBO2ESiUFfryWKz0tZPXroFxpt8atD56ee8bcNk9c14BF3OPbDc15ii9ggvWG7QcHsquxDIifJlKyKc39QU60nql9ZyiU1JwRAx2mbios6RA6KLdCOi3oEo2EXrG+MEA7/WSsy2nyNJs1kob8Lg51kdTRWIMynYSRWuZ2jcbAbWc5n6fMeetQuXIOafbrdsGazWShdwue46gkGlKNQKWhuDXD5HH2iqTV1WWAU07U5sIYMow2rSMs5IBLahW6tWm8WZq5MbAOBYhOrRtY+PMhTrgfUMmzsqfGLc7hIbmlQptcI/fmyzrEHSLhe2cW7u0nZiHmy/xRMLmZuR1FXjes16OBZs4kGc0sM42MdUCTFi+eRnFkUSzrIdBDh2QKaXhfCUae3ne+/qdjfR/r4z2+yejm0HEg9s8+76caQLxxuym/sjCb4jaevhyJr5hNf6TFHL83apnSoxCLNW3xF7zbe6MBNJvGfgIDWlvNWNJhV6JmtGx8SA9cAi532wpV+oT0ndOKtTY95Hooq5RJSxD3nopjPqSVnLzxCnAtFdM6ueqP55U1JS4jR2rNH1lNh9BFVsSMOgyPreOP42g0O7TyoGs0MJliX727aM2Uh9fBQR/fhaJpmcI7t33n1uuENC9pIUmnBxwRQCSRutGG5QWJTXV65yXM19p6FIFyOE04tFMOOsgwEdfJ0ZJo38Q5i8u0a4KX8JnC4PPbK5egLVhPtMakcyQ8hzzqzHcQ53v8V/GbKqg+b7f5EN5+qvzv/8f/NpPdXAvW4eN3/vPL0xOfvnzhrz85LncrO6lnWupz4+/WSU3nYoEZqjZN50yEZp0Um36vDVXh8TS6ia7IV2KzS3SWlGmLFzMqwmqJh6nglNhuhUXX6SMj8T7jQUYG/rjPY6RfeTqFcg/HhCrr4Vti4gXMoIyelhOmjRJ+DOPh7L1NvwQRoqDxz/H8cGZNRiv+x+dTxqxTYpXVciVLpsV7mHhXeyxuyRUjjsQkHwnk+PuwuvKfscnTaLXOY8i77k5t/jMzseh0Os+hdvjH7174+Pz9VIbY367s1vn0NzfhzYvw3Y9/4sM6XMpP/OWvf8HCd+HxtNBMYpGKAnv9SGlXXt/8GNtWKXvhUY8O0pp0Tu4e7Df1uP13GWtOUxmqVdg78x5Z8sLjukxV0N4bu3WW8HPS3MimSBG22CQXzVSr9HiWclpBOvt4dmrl/PhIjulwo4Po5AaWdqPbobipYdoYVCO6dbIkliiGlqzspbGUgoVp9ZK8IzyKi/Oi2MkY9CUXqEmHQXnvIWQz1ofuU7Wxzp0T1pUe06acvIhMoUxaS+V0PkFt2HAgVtxAOBIQPSlLfec1Y4VWKlKPYpaeaFHFdXzaXuM6pqSopCPx0QVNhxJYbwqpz+QGvA1rkiaHwfCG2THZijJnNJ/wddFmx9hFkCwEg6LdP3mY0pkNHv8yzZPIsbTjPBI//MFhQA5uhqhi9Fk4GdB6Pn5/N/b9puOcz9PEG9tBDNWx12dccTPuYQw7KHjuYWXQ/QNMKgAAIABJREFUpR6eTtHYHL5TLZqlRwityiz6N3EBFGOobToH1IYwRnigDZGL7C7BbHHOpTZaMk75zNNo6lrn1vtE0fSuXKTOyUvtHZXMEs0OF6RQ1jjnhzWRNM9m6mVr9Gpo5Glrz+G45NGaN176O4EwEcN6OziaZiTR+bONSfCsQz0J2YNXuu2Fkya2mBQnNW5U1vAHTKpkSexR9PVuKMsU2lBxLy0VmWgjekyjYv3ozZla7/lv3Q711RRG4uMcuzW6NWQqGfp6Ocy9k0Q2PBBRoqQED3mdBfbn64XbXrG0zOuQjovg4mAmU/zrPp/6+3HnUN3jHve4xz3ucY973OMe97jHvzJ+Uy3z3IU6OgJNuH594xw1dUmdj4/PnEI28+XxhU+frrxuIXltPmW5tCu0ocpVEUvYkF7XxmrCO6NrqvUDIiLeZRzdYkuNct25Rmfl6bzS5VAN7ObdlLw4LPHaC9e9IOuZasORWoKDNNpQ6l2NOIcksEg6FLQ6oV4VE6okaDow+Q7jN9Y4xyUptR8qgKCYuIzpqLZTVkTaVALcm/Hp9SsfPnhXQ1Om9Rt1Sm0qi2vUA453FvrkibhPTppd9pzed2aZY22bkMEYZxtzapZQ96mYXjiG9gNelTF+OD/x+xdX+frh44+83S788slVH//w3Z8odSMtDsdbRCjXKz9f/18AtpKQ1DiHRPYJcw+ctvCQ/XN+//s/8vmXn/nprz/5tcWlkC+XLwDU1klr4mX18fpbufd3vv3QX0la13pjiQl1yv48jSlB70LtIDVgyNrJupBzYnvz51sU6l4JQUxWUYeuDfhKSlz3K6zDg0VR66SYcosmkrhEr//sMJHRpVyCQ5nnhCOz315ZUic/xCQdX1NGFzsn5byuU+HKIYV9WjdYM1I+3sMn5gf0LS0L0nR2NXPKLKKM7aYtnWUVdpaJHTqvC9utU28BhzsLiFECkkvA60Yf2iGOymlw0Vp1j8CQUn7bNzJpQsBTgqZCHzLIro9OHdLLVKQrSRM2pMebob1PS0C6d4dlqrxq/O79cy3YFIx2yNYEabUdkwMtgDqkZg7hcIljhwGOa9tdPWyoGUrDULot8z16tan8pgNXfY9vMr57XiklUBQlGITj2R0cvQkxDfHa4SllEjBaQwdKAs8d+pE+oAhpLDhWnG8VU9S8JM9PJqwZJBsa02VBsNIP/lJOmBiXULN7u954eD65CnFMrU7nE+ey8hbP2qVUpBqMSS4VcuI8SdeuNjxQONdto7JPeGNKTh/YYjr99dLRfMAYMYn1yNCY7NveKNZZ8kDu4JObKSd/0Bv8kguqTNsFwa1ixvO1m7Fk5tRszSdHEkWuqNKp2lgZ/EsJHrfR27DEqey85317zjXm4c1iXX0/URSm36ejE/VALwHJDj681IqpW9aAK8Q+n1cyyuc398689Y3elcmPFyeJjuzPxKGCU7mUe/y9+E0VVEmOBBuERU60iWc33m5XciS7Gfiyf6VtsVsuDpp7LxoxCJgHZh6EZcqadtyEzYZIhToO93XzZElVafRZiNTeURI1tPzX7EjVYTZZbx1NZ76WGxp+SWIGuU+5yiUlzAqLHTf8aV0p1ZOf1lxGd+AAvMBaDmic1V+JNdR9J4nyuAxhBZcCbRyS47U2UmJKGAtgmnl+CoPTvvL2epm465SV1Ds2DC0lCKVxvKa/Ho2qyrvvzYunI1WbFx7D0AGfMX+3PvXkG9KVJUbw351X/t0ff8fL+TGuw8Zlf2OPa79Jp+xvrFFgl1un3zoWnI5qX5D0zFMknev5iWsrlHahBUfqVoXL29cJM3x5fKT3BwKVyJfLV67XjdYcVvrp+oV7fNuRklEmlGUhMxHC0JVWDTPfrEQSy5rYrrGpq7BtV5aUSAH9um4VkUweOPfeWTRN/qK1Trm0uammc2IRJQ84nggkmVyAZilEXoJ/cHLuxTTyRFFZEWnk7EnSvhdylmnm6RBBnQmPduHWCi3gcykLtEYe64MpvR6wolSN08KEPjarnFZlD6jkSRbaXui9U4aQxaKodIfrAOwNFHof8MmKqpKGAMxe0OYG4n4hQJeVNQqNy3blsu28vr75ez69UKvMjEC0+9qRRrLqqYyoMapbhx7r8RrfISYsUVT8GAfdxOGY45gkjHbwxNTcI0eP5MSkz6JPLGEyYEnzRB2ePWBekqP5Fd5W1hDNR/PJ3q+s9/jWImtyriCeGKvqbNCeNJFFuMU9v+EeaMNrU0KqW8TeQd8BhDzuseQQvXGP9+5emEPKv5UK4SMF3mRZRAcqjRZ+TxNKZw4r2+KcZFEurWK1TEpA7gsPmnkKTua6LCR1iDzAXpTSD9EJWxc0ZXoUTNetUnudojY5Z/98UZi89kru3jQBzwPPuvJIno2mao1baTPNOIs41+o951AOzpWqQ/QGdDrngFMy1tGOWGLNx7Pca5t+gKvAqRkpGvyJzL5vpHya9IyG+0jNgkl8L5BJ9zA6R3ON1iMvGwbrGt/bzFCdm57iuyA5NSK+u/O6sIjyertxi5y1YRjHUCCl9VecueggzaLe3hVv9/iv4zdVUAFH8WLdeQkaGHszvlw2/tPP7gV0PmVqS/Q1koAgB7f2boNUReYjBJAoHA+V4d2ewdNb1FUCR2c3pex8piGU0Y1Km9yEJN7tXsfIyzoPeaGUbfKuWvNFK03RCC/xBrcgxX5/3OjewUpyJCK1FU8MGP83GFb+UKrIoSrVGnQvuEZHGnxhHuaRz08v0AqfP/0VgD/8/t+wPj6Qb15I3tqOSmIIdnW84zp8pgzv/sxntkNTPbo7zfkZ4zqpSbh1m/t0xfeZrB8LnGUQ4TEWsD88f+T3H35ww1F8UT4vhX3z399ev1JLOwpPgbMqTy9eJD4//Ht+/vJPgHfIL7uwlwunhx/mBOr25/+bt6+f0PD8ybWh1tA1FI/yC29vC7fgiXzd7gpc33qYNeaAITrG25gmlZ1Fmd1hscR6PnFe/bnZd6MKFFU0CvlT6mz7dSo3IUbtbXq4qYKcmBue3Cp1MZa473sValNSvL61nb3snBdvJJwfFloSWtx7Skdzol8rEhqZrV44L6dJ2K69kbPyEgqYrRasgEWBJJKc5zH4lsWwtnEKnlZqQjorqw5cPlxKp4WwwpoTzSoZDk+mBOvDyr63eS2dSD4yuY6mZXIoXcUwUaJIW08LWZQSxcuiJySt/PMv0Yl923g8n1nPp/kZFFAb5uPuzyfaj4JK4+SHmWVKo8Xvx9BO68fEyulSApOwLlhrDNkhZaXbfvj3ie8JNtEHx5QqybE1H7Ty0Xd6p/pICmTEELq4F1Tfcmz7jbilMXM1zeGD9sPLMwvGl5vvSXmD0jIlpgsiHQeJpMl37mJzMg6Q15OLz8Re+/WtUlqf+yrAYckLIuroj/h5bw3rfTaR1pOQUkIjf6jWvFHSmdNkq9W5krE+PJ4eOD0+8KphWJsbb61QoynM3qiSaTIaG85brjEFs94hJ1L45CUKSEIjnRWUp3Xl9+uZU3CDfuKNYn2Kt9RSaSm5GAVgtiHmIkLgTV9/uoIHKiU4asHzwpvbY+KF4QrMHMXQw7rwFEI/19q4mpuej8e9Ic4BnZynjGr/VbNZouDx6xDFVx/Frv3Kc8yMKKHiu4hp0/fRhFqXla/7jUvZJh+WUGNeghtmvXuh9o7DGf3s+V3c478d99X3Hve4xz3ucY973OMe97jHPf6V8ZuaUG2lI21MHBz6tkfHcpWVbjqVqW7XRhWHs4B3gP1fDY3u3xjWvo9Cmd4nPuw+ukGnvHJSmSP41nvIqg8VKCUb9InXMVJSXqKD8GV7dY5EylMqc86eRkPBAJEJ6clJSLqQoktVaNQOQeuA5v4vawr5TyqVowuSJDqxAwJQu+N2D6QLPbpNNf7mdr2yKvSAJd7KjbZXZMDvagMR8urvsls6urB+4XiPTBECrjCaPeawyzWgdSrR9Rcm3MrMKL1PxaOcE+cl8X1MmH78+IF1WVhiZv/56xv7vnOODnWphdt2nR3rtRu1FbKEDHPfWdd14pVbdW7D7fJXXr/6JC5ZYdHTxES3WiAL5eIwo6/bDc4P/LB88Pc4DV7cPb7V0KyTT0BptCrcYiLxsCq5L5MPJYSK3PmYJuTi97bkAYdtJD1PhUyjs5cyJ8YiQs5KDf7dtRQelOlN01qiS0V13NeNfe+Iebd3WR84JUHCd2HbhbZ3ulV6CR+5IqzKxNGbdbp0VGPi9HCiwlSrJMEpnelzrW2sZuSYzErfEWv0wZmShNDQIf/bN1coq3J09JqrYs7pTvKp2/Cua5txTolt93OoBVrqs5uftbtv4OCSBlzqazyLv3/8gdOSyH2oJbrE/IAEqQpmicRCTXt8DldUG11Z7cOjasCpfFLUh0eUNOgdseCbSEEXJcSowVp45Q3IIIi22d3vNMQ6MvytxsXmgHQK7ks29wOEunfkHEqx+df71T2+rXi9lSlhrqE4mSek1NjqPvebNWfnEw1YrBWWrtTu/F2AViuW8/TCO6/KP/zwO9ru93i57iCNVse+2nzKGvebZqXLweOx7vDTp+AF//7Hjyxd+fTqSre1VIoZ1Q4om5ix1UYJCF8h8bxknmPvPS2NfBNuM30oVNrhjZk06IhjkpMQzZM64crGRgts3KMaTyY80GjhGZlwPungedfaKPWYKGRNzo0fDAIRRNqcSC3qKJnh37UC5zVjkR/uzZBkLPFdPGdFs8ObASSvXGrncn2d/Md1yajqtN1RlV89+z6MlulLFVAkJB8onc6h+ujTpD73Bk2d83KaSIGtXPi6Xag9HZ/bQaIhue5HsVBQHt8d8+i8o8Pc41+K31RBValIfKRlUSf4Dk8gGmY2E2zp2Tf9SDT24rjjUztzFX/wnYvUpqdTi9HzgFeYOQI1jQ2yGyZ6EPriH+P1SQyp76FsxllhKAG/7Rt78eJjeUdmtASjvmrdYYVpYn2VWraZ7AhOjB87rsqBI453fSdAASZKa8yCJyWXNXUcycFhMjke7K+3C4vK9GNqP/9M6cZ6cnGNXNskw/rnjHPX8eCLS8rb8ZAmUYbah1X3pTpG/s41cKAy8zXNbF7bc0r8+PTAn37nPlIfP34gZ50SpZ+//My2FZ7Dh6rRWDTx3fN3/vo18Xa50MKP4e32F+T8CBo+ZrZwKZ/QbpPXcdu/sGplOQU0yrzEvI3NJxs5LZPntd4Xo28+TvnEtoVQQnIxl+HfRHf5/tPwc2o1iM/+axUhP2SsOFcG4Noqoso6OA+aHPI3hHDCAqEFbFSTBqxrNH1cDrgF3NZhup0t4DN66yR9nAaTW4PKRtc8GyCnJR8mtYDkhSZlisgsqiSz+bwTPjFLwKUfVFhtJYcMe63K7Xo9DNAls2alRfKxtQI5c+vXCWV+LCd2tvmalBRZFI11rfdGs4rVwRXCm0RLcB57o5ZOqUPO+ZHed0qYff7xhz+Rlsr1bfDbzH1+ZrKiYInabuhoLqkgKc8F2nLDGpPj4LBlA0ajRCPnCQ4tKaTgh/24r7cjARKSe+5MWw437nTvmHcFVHrnJWMZZJ/fv4m47+FMuu+gk285WpXJ0bYETU6HWXXZKa1Oa4DllHHy4GgKK0lgr0LtvkYVXNJ7KDqkVlER9tnAMWqpE54nMoQQPFSEhXXu4aqZjPLh0cWefvfhB3rpfN68cSG9k2una52874a3nUez49P1ymWHj2Ev87KurI8P9PBp/Pp24XMpM4cvzc2KP3709zwvmb01riFYs+3GIm0K76yaOYtQSuPnzZ/3a040kdkEaub+eBOEL4K+y+V06HLI4XNpajwEhPBpdS79l8gXNGC43z96M+V3Dx+5SOMtrktvnazCktbDuFc7SWWK+4zvY8LtLNaGmTd0TOq7v9V3hZAXgVWZ6/rH/MD3p2fK7ufwtt/og0Yan7NhpAElZLTvbTZw/MDHv/Z7DvN34zdVUJH0V95Fvdt0DLfeqa3PiYP08G6SQ+xB8P0ov/OA6iHS4Mf0u1FnR8A3v+G/stWdZpkYBqHmU6nBCqwmkNokiFrvnJ5fKMG5Kg0KO1hiQOiluhnnOfyU9rojopyC4Klm7G0nvVOvEdNpmpdSQqlTNWp3UtbsPluDvddpupvy4sRwM/e8efe5LY65bZWbFR4XXwDP+QHp21TEWWRglI9FWrDDtZwFsHfKhfGPkQuId4yGehF0VxkzOzgV4qo54wY+5xPfv7zw+48/+M/LQloXvryNxaRgcmIvw+PDQiHR3+P7Dx9ZVfjpU5DYHxNlF768/gWA676z18LvPnw/DY2/fL3yernxQ45r/fzM4w/f0X52EQr390i8vn3lHr+NMA4FrWbmz36QpWupmBXWmMymjAvIRPHUtaPLQqdxew2uT1rYeqENKbnbTk4n5DzUSn3qMbD6ec3k9M5LRhutGNavcX7OoxnJixbQW8WiqbKIUXt2fanRL1GfBm1lrIUNLE0eV71eEJQlnnej0baN/K4ITF0nT9OyYek0jw/F14+x7pmQMRZdqVEIsjRX+YqG1+3WqDTyyB8UWin04bclShalxtpce0fKUWhm7XRr1FhUXvuFF8tUK/OAankad4quyLJ5ETT4pq0Bnhz6eafgO7zLMMwTIz+IC0wMFVexo5M8vpsk7jvmvzd4Z+zpbAlBUPKUFnQGxUxxpYX5+vuOsRxJV78nPN9ytG7TlFsMat34/Ob37C1l53THpGdJZ6rJ/MoNkDwamQe+Jneb+//r65X/WP9xFuAuJmFTWWdqNIwpSSjbjZ7sEwt7q1xaoDBeFy6XC1+uvueltHJaVvZrOwqD5mbXOryOamHvnc/7aLgknk4nnsf+3xu7GD3WBhHhw9MT//Cj7+3WC798vcxJTFdvZIxp9mstfKrOVXyNEy/NyMqhhrmc0HKbz40Or85J7Ib3prgYPK6niSZaU+aX7euBysE5bI8h9MMqtNKRqJ72UkFgPS/ThL2bF1Ojsdy7N0hGc7szjHnjcxI55ztfPIkCaFynxMrTQ4iYLAtv9ZUtrvNeha5C2be5Z+UEuizkwbkXR1VMFp15jmvvct57/Lfj3s66xz3ucY973OMe97jHPe5xj39l/LYmVGLufwBYNWrXA+dfRxcwVKK6Tw9GNzGroAZb72jU5wkFfafzZ4D1qUwlAMqUEN16w8Qmv0lxzO5wPhcUTYf/0g+Pzyya+SWmKNfSXPYcJYfiVlPXA10DLtOzkpJOLywMlySOTklz+tKEDJoJpdtU5Uk5eevL3nV2k0x1RP+Irh4zUfwiv+5LmNEN9lDcuuwX3l6/cAro25IXWjskSt0PwqbMcuvV+y7TuIb49xjZLy74Oc+pCxWjWf+VAtEiyik694/nlafz8zzP276RRfn5iyvy/XJ548P5RB9Ttl4w6dyqX/vl/G/pr59ZAtZ0Xh+gVyT4MrUXHk8PSFp4Dil1bS9ohxZdsNe3K6fTiVvgth9Oz6wpUXb3unq93LjHtx3aHFIC3hHNCCXWnNOSSdZosdak04p1nZMZFkiykLKxLwHTqQVFJwTQxNVJJwxMhWZtrhmSBNV+wNC0IpKm9UJrnWQgQ3oUY+sXnj4452E1gYcMt0Q6x7NQmts/DA6jSMCdY2J1Xvx5jUksTWmnEyGyReri3IlhObBV6BuE+mU3C7uXWItLcSsH9rluvZbGy3qgjLNA3fV42tX98saUO2fnvY6Oqaj3codYYrebK+AlX5P+41/+kX/4/vu5jqq5g0sbyEpteFtaIKZYZuo+P9N6Q13Faw6oHPI5rBwsXjs8AJETxjYh1jklGq606N9M8r3lHYxHTNCuTK1kCeLEhAX6pH5OA61PBIR/8Hcy0Pf49sIa1o7N2KRPTua2u8JoHrLq14olm0p0VXQicbaABRZxe4BTTGKvrXB7+wXp/mxq8PEmcif+NxLDLHJYGeCIjr03bpujav75b7/w+XpDYj37Nx+/I+fMXhvleo2DZEwFi3zB1H0ub/Hs/61euewbHx7C8zGv/Piy8pB9v7zR3C9zIHnK7nvzO8pA693l1PF14UstLHlx+ea4lg2bKn/SjNOSD+88EpKOPMdUyAgSyqQvy4nfPz5hwfF83S6UVngIfmQzY5UTPa7za6ncSmWLvaA0ozZz6PL0vnPayQH5yyRzasn4XEEei+/GYiZ1QHnEZOZEIsbTknk5hx1G7bxuN2rVeThrQjOlBlSxoeQlUWLNExMSOvOkTp+y/X6M+4Tq78Vvq6AyoQ/SoVW/Me1ILDTpLIYQIZMZfh7DLXcR49iVD88QgBwylXNHFecZTd9fCZnNMdLtHQtyNHjh1aiskYA/PJz46dMvXPp8O3ozTPvE/i8iKAslcPlLTqw5z8WkCXRNU4pT6A5JHPCa1tnbQb5+WBduVrlNWGN3Q9wB34kFuRnzQR/j9EOKtSHdeL34glmbsddCj3Nc8wnLafDLESMSkZBFj5xE52X06zhG28np+1PSeKNQI6kcnCiVGIYPfooVzCp/DVl86w7p+8tfHbJ3u7zx/PKBGiTR7bqTW6M8SHyGxt9++RlVh/PZ9Y1mlecH51C1svP8kHk+nSckdDF4Pj3yNXDSf/7ljbe28RBckuenB5J0/vDD7/2Y+hP3+LYjZ53m0v5092lOu6RG6w0J3mZt0Os+YVhrTtzkhr7zKurNF+EhOX7tjdvrxbk7QMvOi0jBy+rNkKyTX0AX59gMf7YSTZ0QV7mVjTPnKTpTJKFpZVnrNLlVlN6MJTZu7WFQPD60Qm9CH2TPDjVXLA0J8k7b+7Qk6L05PC6gci18qobQxt69sFtEJ0xYm7HVjsXnzrKTNFEjCZPFC5oW3JCzfmAvX5EwYU9LptY6CfzL6UR7RwP920+f+dP3vzvgfIivmfH71My5KiYzKWo6IFCDt1V571WDSfAsYt0y9wEbZqGSS0B4Bj/Bt4y5rkpFOExSfZVUF6sY6zfuKzSMLjx9qpPbIabOuxro6Xs99Y2HHZYJkTsMLnGn0y28MgGhkSRR4km9dfF7qR8IUA0vtPIO2rayTDh/R1yCfBB7NIRRxj0tDjkdojmNDUW57b7Xb9294E6rrze1dS7lymUrs9mRwMW44pwqDvNrUQjsGG1v06/xvGYe1gc+vLiY02m7sLXKFnLxe2vs1if3vIvS7KBSPJ1X0rqQcqZGHqUSdIgBZcyRhww6h5lzYt81zxudc4j9fFxPfDw/8iX4SGUvrLYQKEbarVNpfL5687TeKt06GifZeqe0zqUWug06hpDSIZSGdZrK2E68mVMre/z9Sc+YtPn7JQutMaXaH/PKh/MDe3w3b3sN+XqPFAI7nmeNRpSL3ugwOJbgnc/cz9fEcZA+FTLu8S/Fb6qg6iaUgT81o/f+Dn8qTtoMLlLfHWfchrEkkFJ3tZgBUVX3WBg4WWudRp+cqY6goTYH/oBgRom2Z9ZQcYnDWW1oFp7PnqS/bQXJJ1JMNJaUKNbY1cjm55m0kpOiw8gXSJqc8A70blhL3mkCqnZKP8QazDql1dnTONmCNEhDDcs8MRwJlwqkUH2xmT+N4iuEMnInk+bn1NLQvE4FnSQ9FvLYCMzRwMNbxcSPOAqqRMKXhbFxOBp6YImrGZhG9ySupdsqT5dwXVZMlC8xkSqlcs4Lv3sJ0Ymc+enLT2BeMGWMp9M6uWOf/vYJa0qZSoa/cF6ekcUX+ZdH4Xx6xKzThgrTsqCaWGIBWxYnCedYhN9eL7w8nfndH/+Nn3N64B7fdjydzmhMRUst3GqZ93FLCdWVHsIJtVTWxEziLUUnoR73ftcE3eZGL5pY373H3nYQdeEBQK3D7s85uBJYr20KupDOYI09mjp7M1LuXG+DY6UsiyfhYetC+JFPkQnRhUXzwf2pXjOMBAiBpafZd6q9ugphvGeL9agx1qiKqs1myDDZtHp037MYrRWWUAo8pye2Ilzq13mOXSoWCUrRC3Sh2DDSzG60O96j7CzrAyV8raoIaCcvsQbtBRZBhykqJ8SEahWLposmwbodSZe6+5f0g28gKvPSi7mgz+zh9Qqa5sShiWDJaJP4Pq5Pmq83hQBGxH/zFM+ig1y7QWKKeRAd6jb5qL+pLf2/v3hnJN1i8jKSfBVAZE7IP64nUk5zQl73ndIN68Y60CA0mtlsuNTew7tyJMxCb95IhRjQIpNrtHdzb6TB81HDyIf/Y1RJQwTnLz/9lYorZs58QVwhbzRUTA04FPQkzuMWz3KpRrODO7TkzHld2eNZrXajd0GHt1ZuGG3mOB/PZ3ryZ2Yq6DH0mOPi5iVyqpGjmDfPp+Gx0FH67j9fkvHPX16p5nv9HmthDdDJJpVclRJc1r1XJK3vVEU7JkanU8vBDe+apgiJGtF8iSm8NW+ADS5mvH74kqka1uHD2YvZ7x6+Zy9f+Vy2eR2No4hEOqZCWtMU31iWRJJ3ojf4dzVQVu6Vx+Rt6Xuxinv8V/GbWn1rr4cBpipSmcVPSkotdZrLDhRFGlMXC3WVd1A3QZDeftWpTZanI3cxxZXRj2q+Nqa8Z0+xJIyuSEokGk+nNV5vbN3IeBLRWpDHe0fzWOAS2g9Zy5QkOlgBj1PlJmXKpHZRdxgPfF3uypKOh7T2jkgKJcBQz+oypeKzKimDWJvHRBSzo5AUFNNED2nmxsYi63Tw7tLICHXCK3dQmcTHip/PXHDxoklm4eb/PqdRpt6do050i4rDAgfcciHTO2xR5H25XMiy86ePrur3p+9+x/PjB14vr/PLbKrsQXz9XP6RUip5jYlUU04vD3z3R58uPa2PfPryN375z3+ZSZmIIrVxCrL+j98pDw8vSCyilUbtiW0fymKH2tc9vtFIaRK4pS0ojRRTldteoHWfIAHQWdfHaZDt5Gyfno6N3CTTrNCnSqewLDKLETHvECtDlcmV7Goa973xTqKCRqXVEkqd/npNJ0rck2UvLPpAQbi8haRw6iwQUoenAAAgAElEQVTn0+w6Pz6e0HQYbTfL9L0fXe/USPnorLZulLZNc+Ic602NZKQXF8IZcs8LyrokmvTZ+d4xqJVzXIc38We5TShjYV0XelzrUgTpgqZDEGJZdJLv396ufKBMKeXeXOjiY8iLd6k0XemERDqGNZ85DiUtM3WV1XeNJek610EVIaXRSIlpWLMJ8QYvRAecKuRKZxKaLSFJ6UPkpHvjq9M4pMB+DbGZe81o8nWHK5aB17xPqL7pUNWpjnc0Mon/l6Ag+P1ZWFy1bTwCxSGwZsdtYJbo1El1MHy/l7E+qKIy5lXxHNi75ikS9+KY0oYq3EiCutCSYHG83UI0QQ44rpk5XNfGe/gkdzQ/NJC2Q2KqtcZbu87r8Hha+PBw4mEddgTCppW3ASFsQtLEeQ3V0ixs0rg1QyMPkpZdlnw8u+qqiP8/e2/W5Ehy5Hn+VM3cHYgjM+siOcOeadnv/3H2YWUPkWmZ6SabR1UeccHdzVT3Qc3MkT1cPlD2JWugIkVhZAQAhx9mevyPrqaZHHAZOc+27xQz8ikasH9d37CXZ35sZudZFl7rhXVr64uGVc3SkEDVhVoLl7Z4JFWq1MgZWnNMRLDiYe4LpCmMw/tEu7buStL+90byr1UBf7g/8f19a9BfXnjaVmoX3gqSySiG6TButSF8khLN0LyrX/diu+WsTiwyw7z8Jrvw9+J2dm5xi1vc4ha3uMUtbnGLW9ziH4xf14SqHg4K6kGs8+4ZkiwmQNLkwj3+dkBvpMnbih+dIW+eIQPzHp5N/aQld4od3laJGJd38zead1OfvCgS0pY5jWPYnm10k6SB7FUYRGYXC+GL1LuglZ19TG8SirhTmzRmyJxOpD7RUmWW6Wh0uvUjae/XjYc7zl+oWIyX+5i34/m7j5Q55pVTAxBPqtHd7TCBrQTUsZ8Gm3DbSM1tOFMpfph2et0RyUc3VsFqHYRRu3ICHiRSDax4bwmUsrL7ASO47G8UUaZPHwG4S/fkZHz/GOT8Oi287GVAq8QrT/vPmB3muz+/XXg3JI4LL69PXEqltk5+0kR2JTWo1Cxn1PYBVZzzwtO68/mP/w2AxW+Qv289ahX6E5t0DuJzw84lS2zlbfg1TQJ6cloDkmwZqlHcSbkZSPsWZOEuc44zoQMXX4Cye5sywyyJVeqAcZRaQdPwRjpNM+t+TDLmVJgyQyYXEVaPT+py31vZSRbcTIhjeS1lmAFb3aD6uK/FY53w0ojN5hiV3CA4olBWZ2/Qlr3U4FhY8AvytAS0RhJ5yBInpvM7aN40drmwb9uYzEHmxEJt08F1K1zKhfnUSOFWmadEbrLFr28Xtmoh5w5M00ReEqc5nvc3n5G3HeuLuR7wur4WBoFdxtRLcER9wKsRAsbTr51HB3hIDLeud2/Nu+2Izp1ixdqducaIoYBOIBkZpCjDr3gLoh310H6tAbXo94vdSFTfdPjV/XOIEkRIqFSMHOd529EdaEB4J+41PUT2IUnQB8b+f6BbIGBk4GifgsRPB7JHrE2i+zMQk54Dnt8nYlcTU28w2Z4A1IDjDQhx81obz7YYm+yDW548ZrqXBnOtW2X1nYcp9s+7fOY0Zc6N9vCUdqwkHtraMLtwIcRiumBMysppPvhJ7nCviZeO7DHDTMekTpNySsq5Td3NK7sabejO/XQOsay69tPMkvKYmHtxtloGLLE0P8KMdj0ZVAy3gjRhCyt785zra56SG1wSoEqjTrRrcbfMfH/3Dmseha/bxstWDj5cDvRCF2pDhCSJ5Pmr6aFwQKXxEoJB3u8pi+vZp+jjDN3ib8WvqqAKyNnxoGtSaunqd4YmxbqKgQtZYNdj7FxrPOz9ZtNkDZff3sMrqjNLw/knYK3rwJsGRliY9FCFAjvgdCQcY22j6pwS7oXutp2SjvF3X/JUJf5r/1DMKV5HQVXdKFeiE1OeYxNur5ckTHIQpc0MEf9qmc7KSBpcPEx35fCNatRV5kHG1obnjXfZPWBIHV47T4lTTtydo3jJ24Xnl20Y7xUBq4a1h7aakIJdeZwHZDCs3Y3SrktuLuN4cLy64fHPr0+c7z5w3wwHf5MTT0/PeFsQn+uGboXT/WP7EOGcT8wP8fN373/g7f/53/nyHIv4Zs725SN//nMrJt/9wOV1ZUfpE/W5FqQWto6JPivmOorflBK5rKxvDcZUbyp/33rkOXGwIoU856NWWSsrwt7I02leeP3yyv1dwEakJeCaZahuyhwiF21fZqcg6UiQtSagDs7klCdS1mEm/Fov7EHeiePTE9P9hO3dCDghzuASmApmhazCfNcheicoE7klA8uivF78UEiF9uy2NWc3rNQD8mtCLU6jDmJubOuFt7e1HdOEJiE3aGx1o3jFmFhaAbWvFixK6w0xWPQw4txLYX63jO8xJaWW9eBx7Y7lgu/xGXd5Iowv4/drddbiAzKYZcOmDA1iGCSL7gvT/W3C9+7gDwTXrSuFuQcUuhdUIb7DECFKhEJjX/8bkHlwJswtrs3gmlRUptaY6mttHjCueM84hrGCa0CevvJKvMU3G2aVfdTShiY5hOokmrgdzjuKoVGY0AoVHw1TM8eHbAVj71e5ao6IDgipiJKTjKRfZIo7rf+9toZqVwR1C1Xh1BNuwKIxZO2erO0/TUcBhcnhGSrCLPPBqZLgWw8UqyXetkIpwY+u58LdNHM/xYJznjNqwn17/1ILz8VJUkdheFJlkcze8r+7PHOnE3ppxYi/8Wrl8KkU5TwntC3UWpVJJrZWUCysLNN01dh2clJemmhOQP3yaOjH5ZHw1xw5auNFdYgfAg6pN+xMMC3DqztbQrKO5tr35xPzlPi3T0FjWKuEn1b32mr3x6BQNSEvl3JA97y1+6/XD3e8F2EKSB0Q0ZGI3uJvxq+soGKoRiVNVPMrhaWQSegJeJ5SLE4D3x7pgjcUO4SyliID55/M2qbXJ1atcGtvUdsy1he4LpzQK4UwSBMua9ysdwto9mH+lpu5nFRGIpAliovqnZfjoQQ1zODCMK7zE2otcVz9DdSZZBqLW6e4Sp82eW3HFX8uGkVcIpH6uZGD1AngkijsePv9FDIWAyMd6oZX00IRpjyhLSk854ROyvNryyJrYKw7vllUv3LvbtpXQZg8SkVEfCyAp3kiTRN7MxxUE5ZpYWlGfGSlShrqhr6uaM5Im+w9vbyCKXdNMETEUVdyL3a9cp6Ut3VjW6PTbpoCh73EeVnmhFTj7TWI9I8Pv2XKeUixvzR5/Ft8u5GkDENJ98KMUZvaHfrM/XSHaeNDqYTy51Bsa0bbqqMTIKrgaaj+KRKrcrdzyBl2H/n1ajvnNA+ej3goffVnJVVD54y0+140bBHoin6i7LaiIty1jq/lintlambf03TiXm1MvVfTaLrUY5Pd98qlJSM4iB98qDwvoOtYxNwNUcNTX0c1THdLGQbkpGhGaGN5z8vC0+vb4Ke5KZfi3LcCrNY30pwoW5/sGW6JbfvSzkvi/rSwtsLSqvLL5y/8/qf37TrSCpN2jNa4HPmKo9BMU3uBpa6jgw+NQ9k6uPGmzei9i9a4IM7BA2tclC7Og7frPVQsUpxLDmku6aX1IOw3Y3bR4/fOV8noLb7h8MrcUDS12RR0ETiIhLe0hHvSQND0gt8Dy0FuO2ZE6Eheoz/cfcwZxCOBTq0hO2uohvbPNCqSGM1QmkLcMO3WUA4cmaTG/awuwx6gN0NlcIG0Kfv2TL+J8nQ0iExNyKIfpUOC0g7q+XVlnSr7Eufh3bLw7jzx0ATHPq1fSBWwaRzWu9PCOS+U1kD5/nQOefc2BXsx2HbjdW1NzzRzzmmsacWNSRPi3UZlC33OnkdhVHGk7Q2TN2mtITMeE7s6WFt9su8jj3KTVuD2KXMKoYrOwRVIBo9LNOhmn/j8+mVMpITalKy7CmTbc7qtA9DNx8eSQxOk6FYRaExIR4EtgX7o98PNOPzvxo1DdYtb3OIWt7jFLW5xi1vc4hb/YPyqJlTR9IhqPKuQRQPuRuB3Cz58TbZSkJSGBGlASzy8R0YzJ+PlIOokDR+azokqXjCXAXWbuppfV3Yh1G+64ZwguBmrh+rbO31HTjIgIODhQWKM0Wo1ZbNjfI40CGL7McuEUcdYuNQLoGjr1lBD/XB4BYqR0UMaHmfnurOpwSeoPtRlener+qEeY3Z0SV00/qZ9j80drTv+Ft0etx1ByU1x57/8599iXvi//vUPALxuFsqFrQOVWzdn+Ez07qsf8MvUerfDsHkJSOLLJaZHJ3lg54K3Dvi2x7i9yyzbbrAVnt+ig+1//StWXhFrPJBt5TSdqK0Dvq0bqhNTMt6at4WYxLTgtUujvuHuo2P0ermQRMYNlduk6hbfbijO3jDrHeLbO6+aT+z1bRghqip5zgMCGhQbwatzbcyqfkxnkwkpg2q3TahciiNLg8fuK1t5Y6GpTelM8oR2L9ksZHF0bmuWZEhQL00ePCnr1tQ+24tKVXK+MJ8CoksyKM7WFPB8Azsto6sZy88xK17ryl2eaJQqxFYkKbn5sYkb+7rz1qZFd9PClJXqxr423sMMSSekdUqzwMNpYW3TfBNnry88vTa40+5MOmHE3+uSEFFKhwnHzJw8d+hT4vOXFz63KfGH6Yz6jnaCm6aYJnoez6uqoapX3k4xker7g6k1PawryJUxJk5m1q5562JLQuTKykOCuzAQD54CjuV6dK2JtXNArhqfJQ9YYkzTO8fhpvL3bYfLmEkGdwUZz6l73C/db8k90DADWieN+9Q4kgCTCsUUa88VtWLoMI8NHTkf+YaogsqgP2Wcigx0CqpYtTElczyUTTuPS2r7/3kgdRKGuQ00UE65GWJ3FE3b27u3muiViUp8Srxn42RSqbXC2jhWJXiNA9GS7niYN17lQkMlc9l3tlK5axC+PCWyXnE4B7+pHYMWisxsdqANJM2cGhLoIaWYDDeZ9SyZx/Mdl0ZJeL5s7FXZGpb7Urc40y5jKt/9xHwoukrjK7VL1ThzpZ23U1LenU7kZqL8ZX3hYuXKW0+Z3UbOU6ktKW72NjK1XKoOKfYqfQrV1mqJc3E9WIv/aUqEnLjF/3f8qgqq5AwCsKXwEbk2nS77IVqgKbG5X2FcgzMUf98WtFrYq5GnDtkpZFmGDOXmhVzT+HtcvoJcuAe++YD8OFNOw+tg3QvvT4+8tKRh3Urg8YWBuzd33OsY4+ZpioVVj+VGOY4hCso2G6YtwhzeWkZbltoiLERhNHxwpH/uPmBG3e6u44WzOsll+G8hwqTXUMfgly1t8bIKmoX/7b/+ZwB+/9v/wqenL/z7Lx/bN7iwyrh0kbCpj3+oHnKjSQRtQhh7WZmXBWuLxf38SNVCae7s+v49D36HtfNQJVFXG++5ZIGc2TtsSRIi00gCH+d7LuvOtkVR+Ok5PMNW24Yhak4T1ZUPjwEjel6feNs2fnr3IxD+GZe3t2FIeHMZ//Zj3Tfq2Hw2tjrDHkm6pDuSTMNWwawQYJBr+IQgyQYPgqLxmu5IS3Ac6yg+BB6nARPOOZEs8fIajYOkQpoFkyPB3i3EKyBgyy5QJY7Rq5MmZXLv+2ykQtPE3pIHLYlaCl56M8qw9cJ9gxFu1ankIUmcFDT5EFKwLQXP69TNiCt1P7hEtjqbGa6JU4PLzimSmc7LypMzzVcS0vtM3ZXSPQC9MguDI5mmme1SyR1eh1LQAZ1MKUMV/vJLMw99kCBeN9J4kOYF9UMGA1M0MxJWdwHRw9sm5YDPtCQrJJEP3pepg/jgN8V6ehRLGnipA+rcIZVEc49+ZFL7iwNwJT5e4xJwrpHwdkz7Lb7JcGFYJqRRRLR7Hmv5ytd7dd+nlc5X8gG3q0WCkzdu6thoR9aj0vKNg9fjwNz/2lM0gVKHmCbQw6PSPbiPR9fBm2hNGJtD5GJiSkpHftChZ3HccQydSy5ikfxbOd7ziorhGtSH19bB2Uthk52nejRslpT5kO55k/i3S9nYirON5vYnEtN4j5QTJwkbAwBVZ1IdRZ+mhIizarzfYz3z4eGePz9/bH8/oQZleBA6KtsQFxMWUhPjqFfFbdhoHPQMl4MqUT2oDtLg4Od5AYy3rX9vSDmPos80aCyDatEI+QcVo1NgUjTBiWbXJE7tNjrOV1oE4ooyDc7Vzi2H+XvxqyqociLMMwHVTHIZmE8rJW7gsZLEbbcdSwtCqOL1Iss9HqRTmyyse3iMDGNX+hTlapIjV5T1hrkf9RahnNenZrjxT+9+5PPbZwB+eTHeilH9IIkCSBKS9OlGLJCj64mRJYN2AYcpNvH214Zj7uOYzTdUMonupZRizx6f1lSC5Ph8d0FUj4JAhDxlyhaLy+YVt6Pbs6Qw4vu+CT6cpsxpKfzTf/pnAGqpuBkfHt63awNZCi+tuDEhfCvGN5ZW/xl1kO8dFTgt0TE5n+8QF57ahGo+X7hfMjkHT+Qvv/yJTTO5i/hVZZrOg5Ox11CEHGpHKfPdcqaucUzFC1mEDDw+RCf/br4jz4nf/fg7AF7eXvjjX/4wjPdev7zw8G5GCczzv//yZ27xbUepoYIEYFXQyVCLe3DfC+hRLFWrmAc3CGLqoghJhbVh+c09BBs6Tj4L+74OAvcyz1iplEs3qLVQFtS4kS0ldMqH+M5W2JHwNCHWQ9sqtR2TinGaZyaBrRd12yteFG8KeHV1vGSWub/Hyv5WrkjksSbNbZOddsElQ+pGtZlt3ceztLhDyuypT26E1Vd833n/8AMAb+WV7IKUKNr2i7DbYUg6qVBrZWqZ4S6GWR1Jm1ahlpgqAWRX6rYxn7t3jaPJeX6JguotZ87L+UAVWMVUGqekr4YeU6SxFodqWJ+K5RQ+eEV6U0bBYerJrIWBsl1zQfCDO0IUcEdinPArQaHxGslfrc8Cw+sqRJba1BNuvr7feIgfGn2iHqa77SbXHHtiHQlFM24dN4y0f7PRxBVx/KsmQbyuNxqU2Ot6TjLlmHj1O87NMIciVzkODGGePk/rGYe0doG7HYm8CzM6lIcPT+p+4ILrNeur5TdD2Tcmwd3n0i2aEH0o6yLsJny+xPrzvBmLJn66u+PDKSb5e5359PLGW0Movb2FZ+Bl72I/Z1AdezepknHmHHu3a+FxOjO15sn9cmK3fZijf15f+JxeWTsXSRPb6mP6ZKKoTCT14Z1ZNFH9auJt0ilqI/zK2LkW47luTNIRD4Jd9tE0FhE0pZEDC60BNBrdjkhw+g8WXbD8e253CKAMVRJEfQhl3ChUfz9uHKpb3OIWt7jFLW5xi1vc4ha3+AfjV9XPuptP7MOFXqkOZT/Gwq5y5TEV2PVrFFbISmqr4mMcmlNiah2FjZj41N6s0YSrHa4B0pSiOKr7YuXoUBrkeaJPsn+5vPCbfWdu8p/3ZzjZjlXnranXrbUOzgJA8dadtKPD4MroODkZ0IGjdYnj6DLNW+nwgaPjpH7lYt5G+EkTtY4/ISmjc4YbU8pY6+Zc9gZSkI71NeY88XgXnfzf//afmE7K+dzwxS8XHs4Tv//xh/b+lV+enjCJ83ApNbxxOjGkd1SEq87axOV1Z25KSI/nR2yv0SknZPIv28bba4zkt8n58eF7nj/9BYCkC++++5FSmrTz+ko2pVGm2Cyx1ZCkB1hOJ+ZpIb1dOLUu+JyF+bzw1iaM9bLx++9/ZNsbbnrbOJ9+5NzaPv/9j/+dW3zboTLTiSo1B4SvT4dyTuy7D0+pqU0090vAUOUuo2liZqK0NaY22drUZND3/UJ2JXflwGlhmZzaYB2XNyPlRGpwOnVY9310PUUFwdgv7b6uzu6OtwXAS2VJwmk5D/hzAd6+PCMNPldrYrJMSgevskriZevcsUqaJqRzxZJxWXWoAipO3Z29nac1Q61HBzoJZDKeKjY3xTKLHujguG6FnAVtW1TKlWrO2qZe0674vDFbnKf1ZWfSiepXPIzszNrh1UKpBk3WGM0hidztJCAsM6QcFhIIbDbG9zklNOlQQ0x5RpN0G6DGTxAOpFJprKv2Y+cjjE59qKMOqLQKVju8qXeZK181hbNA5VB1FGlKYbf4NYS5jAlOcWn8op4/ODEb6nDP+Ochce0puEkoNsbJ3c/xmHrhaXBoFCeJDh74vldy1nhIaRw9d8rgLtMmrH2qGrOOa/hhl/nvq8eEBFz/K8ntNq0FXBVkRw6HT/Brv7cOw8vtmAMGe0i7K4YPNc5iIfv9p+dnvm+T/w/3C7/98MjLGuvix9cXSpE4x4DUyqTaH2W8gqeZlGLNe3/+kXd379CGLPDtwmu9UFsukM531FJZLy3fxEla8Nrhe8aqG1JkfJ+cM+LO3q6fE2wQKx1lFSDOuSEJXi6FJefDzkYij0vWodcS00i9npMcXLWkFWpwN6WtzQrtWvXrF9f2wFnFgR3gy9sM5u/Fr6qgSleGc45FktEridrtONvN1bDEX8lDtoJobpAeMWGnsg+vkoJKHitZrR4eVO2GFj2gaRCkw+qHGZqi+F6p7QGyavzff/537lpylHVmVuXx7nEYyv7y9sRWCi8NN2syhbR650zgJHxwi5TYcLe+QrYisS9Ok+aADPaT5oZYHlA6BKYmo5qusP8qV4aDZkgi+GAEjr94k/QFXquw2Asva0Nip43T/B3SksK7uxOcT0xNOMOxWBw/N56HG6EG3xMbbwtm+D1A4IPX6syNg/G2vfG6fiY1nsdbfUPTGalxDD88fsCzoEtAAJe7u1iQ2rW9yzPneeKlQfyMKbzJfG3vt1HFyZOyNPhlzolEpmyRMC+18nia+dxWn1KNn//yR6SJEnx494FbfNvhBC8BAobWN0Foz4hcScv2JaZvTjaTUsA8OrHcklFsR+aADarFVtYfvbpuaE4sS8BMTV7IPjE1vo2b47tT+0Y/nUmlsLX1o5qjCue2PlQRStlZy3yAnXfhdHpHbRyEYgt1fSHVZj7MjmZha5CaPGW86jjIeV7C364Rsh143XaGWU1vcrWEai8rk2Ty6W4kduQ41tpZ5IRhcfeq26thSYaE8L5DSssw8t3KFrVK51CJIW5Iw8B5Tuwr7O1iFW0sk1b9eF7Cg2rAi6NwlKSjsZNyJuWMdt5WztBlhwGxglQGvBJjGC63M92MNNtP4sTd0SE5Fj+LjfXdXfFSDphgTZGQdeiVOOKHzPV1HnSLbzEOjhT+NfQNHL8SNRGkQfv6c2cYIaXOFcw0dJHaXtqaAUcX2FDJQ/hJq2Gih52Mxet7MaRDtKu/gZHUB1fIXCjbDpLJ3VZl8B7avinxzPTCIGRWdAj1mLQmhPV7PF5/7f+HcxQ/8eMVHM2pxSgi7BY2Cq9r5t3dPe+XgACeHs48ba8srYGz1hA074Vhksw8zTw0yPDjwzsmrYMr9mwbH59fed27tP0W8Mj2+ikJqoeB7rZWNkpwNFsRJjksehuti1r/gyy5t+e8CxiJYbaPZrir4iJMY7vxaGr379Duhd7gSwikCdtt8LJC3P5QsvF2/jtFP1o73i/6KMRu8bfjV1ZQ6dhQjYyXytZAri5RVFzDjQuMhSMeVh3JOxAPvMnAFy/zPW91HzdgIgWPqntEVSNdbcAAXnxgf813qDoUcszDWPi58SMmNi6p8lo23jXs7/vzI1utzI1UvpmxbpXSDTDTRPXKZEfxUbDRzekbeB7qNe2hH8pSgthhXulirStlXxVUIJzbk18sEpxOKk0yIxhpmsdnPl+cc45C4/l15XS3D5O9nGfUjfv38/jZzVkvA3TNvhUOpav24IuPfm8tQQ4/zQ/tPCQu6xvL8n28RXnjr58/sZyiwDrVnUXuef8ueFvLNPPx8ydSN+4rFyZ9YG3F0e477893rG0xuuyV6TQhpFFInhblnIS3PY57t8ovnz4NzsXD4z372/O4B48U9hbfaoQKUvcmiQZO95FzS1E8NeKyoNRqYbYNYCHWUFlHzlQ9/M7onKl0j21XRnRusR41ns58mmFLpJYYbduFeZ4ppTUCyoq6o6nTyg13G3yp++WOy/rG9vZC6SbZqixzojQumFgIT6SW8EykKE6mxrucMsWNvU2sVDJmcGrNjL1YHH+fmplTNkNTn+RlJpk5n85XniyRAw41U/contqPWaIAql34IjUBn+6q7AmXOkwvNy/UXdiayt9ZEn5OvD3Fz59en7mXx9GI8mowz0Hgn3pSFYlHV+ec8omU0lDhcnds24NXB1TfkXqYEwuGqePlSATFbfBThYqRoPuaNW+xI2VuoVcTAQO0Dv8bvFu5tj3rint7i28vDgZV5CbXzotOcJ6v741ImLt/Ux8LWSTPNLNY81F8VHHMhqhfzEeTkfr0x51abXhrCiHuNf6+kbYODg5gBe+8UYkJTLVC6yOSUuY0nYbSYPUEXsaznRKopNEkMG0TovGcxdTdBpyoi38d+YlcCW2YheKhuA0VYMx5K0+8zDGhfjgt3C8LD81s/HV7Y7Wd/pzZNPN+Wfhw910co6/YalzWyA8+vr7yZVvZSm+m1zi+LmLhgpXK2vb+4m0/uEIbse/sBqmhYCJ3vFL4dGPfrS8PLBlWDlXZSY0p6ZhwD3Gxdp6qh2bAIegc+KWUGYXfbiFq06tRHxnw4V3l+PDjrLeC6u/GbX53i1vc4ha3uMUtbnGLW9ziFv9g/KomVKIH5l7dISd0bnj3fUNUBrQtaWDX9+Fa7w2+43jpGHeYRNka3+EunZhdWVtHwcQxL4eEuSiqBwbarGBXnRghEzZPDb8swpSngf291LfmEeX8UkONKidhnma+e3gHRHenWuF1jYnV2+UV8sI+hjuKkA91mWKt69VxyIcUaI9KvVJVDRXB6kq6wk07wtS6uaXs7KWMKVjK3iCB40JQvPLcJcefnri/u+fhfhnfW6+UhewM33/3E88dfyyF++pcup9C7ePmA8mw7iviO+/uQqL88XTii55JxHkrNeEKuXXqzQp1X0fXfLDHCNgAACAASURBVK0bP3/6hdyO4d3DicvTE281OlAPp99iVnhpXlrzcmLKSim1QX2A6rzaHsqKwJfthVI2TqdQBno3n0hW0L111f3WPf7Ww8i4d/htyHf3277WEh3eDp+ZoXhl8i6zXqlVEF3G9CelilEQ613KKdT25OhL79UGt2hKCzUXpqbAV0pGMyxtilJrwG+6/O+6rcx5YtsCunrOJ1zPPD9/ojb+4Hw3U3Ni6pMYnFmFunc5cGHfd+a2llYJeNvUJlZeE5MItXWD10vFduHcpkOvsjGnzNQsCVws5IG9jOmPppm97OTSOt0l4dUGvwBNqMuYBuWcUBG2foyzUopxasdkxTE16mtcq/W0oTWxdNXPP37mw+9PPDxGhzqpNChzIs+5fcaEakL7xCpPoDImULatlLpT2vNdqWB1wJ96aOOaeQ2Y37DfuUIVxL3lgaRAruYUjkhwI+KLtn/ux2COpIPfKn7rkX7L4Rz5QwNxHWp4DocLZvwc0+ur+03jVdaluL1ZxwwMcZt+99tJBTMZE88KpCtiuSChFNjtVIwm7X1MNNQnbHC2a/Cfmug7NG45Ru1cKGmHYcdnIAeqR/fK7nqo+AG7C4mDKxZy4B1aG1YFHb2iDT0oVceYq5CDV91sVZ7LzvfLzkPbq98vdxQpPLd1sojiVVgbDDpdLuzlws9PkXd9Ks4mDDXFUgNRI53DiVG9cumQQNdA6srhKWoF1nUdaIR5PrHMacDBi9cG6aV9hkGzjwFITGRNxx0hAlVCCp824bLCurVrZc5pUqY5XfFE237RbpfckVpXKtIeO1R85n/IHW/xdfyqCqpr/HhCsKScpRVUKsHN6YmLaEAr2oNczahWERHqgL+FYVvnBpk6VKO9BVVCRj235CUlRYzDWM1iWCoDOtcXpgZ9U2VSZW+fJzW4O691G9QvCqRL4bJ1+E3lNJ94WEKS/N3pPZfyMuQ/LyVG46WviSlAz51UqqJfQwYgyOilw1Akvnjdj8IwBVa7H0MIfzg0iAqS6EaaEDjqbIdx3eWyUssO1mBIHklaf/9JMtOS+fHDu3EZy/YnrEmcb006VFQoLRGtbsySuWvnYZmEn777CdF2Hl4ufLnU4LgBloU0z2xNIGB9e+P58sz9KSCCL5eN7fLEu7sm9f545uef/8DHSyygv1se8WpM82l4dkzLzNNlZWueQXleWE7nsciaVTQdPjWn6Y5bfNtR6zo2xK2u5DKzN2jrA+9YbSO3BFrcmTSP5KWUHc2KyMTQe5AG7GkcSVJB0kTOnVc5Ib4OLlGWCc0Gjcdn+0apO1MTtnExqgVWH2KTVjPWt3hunv2F6TSjc2ZvyUItlddL4V0rNlKq5Hlml7AgMBwsD7Nh95XcCacAoliB2tUYxKgYa1/3NidPDa4IsX6mElLJgzAtCAmf4zOqGJfLZYhxCJBM0W6GqROuBy7Iq0Xi0ZtAW4UpDzK17YUJ6bZTbKWSppmlFYled8iFaZpY7pZ27s4oeXgASu5cjTim4s5WKqXz18xJ1wnvWOM6xNvi8HrS5RKL/pVPGaIN4nREcBha9tmMV/u5zyXSne5Dlm/5zq8gOn/OkCoDWh/ekjaSYYjm5CFOoY0rdcU2kgaPu5IoFz+SdC+O5OsGTtTqI3GWFO/f/c1U4j6WXkDFPXtATcN6oLDjg9uVKK6Y9txLcNPRmHLvT42M98zCUSiKku0AQ3a/0MGx3gMW3W0aZpGga2Qd/pvVC25C67dgCB+3y/haP9zfs7SGCcCn1zdezKmfGq90W6nVWBt8t+wFxKk9Rwqj0yE3votRqw9hL9WwrknOeA04Oafxc2FHaqX0QtLi2kozWMeVJEea61bxchTDYTeWBj/KRKgVLp0ndtmop4mTn0i5m89X3A+vPCEHhFg63cK59lfN6bbA/L34dRVUMIqXShA6+40wpYRZomvyhTGiD6EEPDa8pOkwuStOzXUIOrj0JOAgU2ZJg3RezZopXbvpUhitDf6nezh895s5pZiIdcx9Xpo7emJrRVxuC9ZrU45Tg9fyzJRjcrKkzJwmzi1ZubfEul94fX0CYFfBJA8loEM04+hgZdHR1ageHlFSpe/7QEb1IKqqKmJ5EChToy52XK4GM+CYYGk4uHdxDjdrwhnxHZ+evrCulbl1hr/77gMfP/3C2ro7tZk0qwrl0pIPD8PkrXGeLpfMZX1ha8d0zs6HD9+TU3SgS3lFS2Vtxc+6V87THcs5fr+WNyqZbY33//e//Bt//fI6Olbz6zM/6DvuTomXl18A+Onxn7C3TyPZWXKKRHT4cwnTfIc2YYttPzatW3ybUYtFkQRsVil1HRj2ta7IxDDV3LedeZqHWbRXb5OG/SCJe0VUQuQB8KKgafzeqpNkQlNLYOoOZoMTeZrPraAfDIKYonQj8NSw9f0Yi0BxVGZy7v5Jgq9vWBPGSCel1kImCosiIUpRrHHD8oRUGcWO1VDG61utJrjL+aoxpeg8sXRlwupYym3k3JMmYxKNfwfcC7pkliH4oKxvZahMTSkhKXHZYx2cNJEmGUbAMqXWmW9NnppYSxmkcsrOeRaydt+YTDrPqOSBapCssT56547uQfzf21q5h7eh9nPfTNh7IujePAPHNEljgtWTV3XMbDR9FAUT3PxKyMjDH6vzcs2CI9F9p1RJsqDte/1H9MEtvrG4LhS8CQR0ISYTivvgEuWkOIe3ZucVBRKi85ulieXI8TfKINY40SDuj2EVokBqh5PcUGT44lk11I8JqiigNvIHPBrIM0chaITip14dg18pWQbd8lBcdv36uaFNyUbu1gqqAxHjX01md3dmEklgb68pYkxzZp5bo0kmdlt5bi2X8vrEu3nhh3Nwpua7xOfySm5r2I5gqnRymddKyoK0NbJqDYGP3lTWRJKF1Iqdy77jDc3Qv5eroC6Dk5mtMkkeHoVbjUZyL2JEpRl5y7hWu9fB4c1Jo6AbBbaQWp4EkUu+7Aa+85j7v2UqdQiEdH7naCL51xPyTkm7xd+OGz7gFre4xS1ucYtb3OIWt7jFLf7B+HVNqGT8T0xL7Mp9W4WUoCNrqhl7NfY2DhVNiIe2SR8Tu0UnZGlzYlVhK3aFb28Y1N5B8lB+6owklYRIHZypcJ22ActQPLq4Hc/s0TES8eGGLRhGxWrnM01Y1fCiAlYpiG5DpWXJiftl5sP3IdH9+eWZvQjWIEIDrzhOWUAAtHdBPAXPbGJM5kQVk8PROwmgeqgherzPcFf38Maa0/G93WEa3WfHSGyXgBR9/PSJaiu/+em/AvDdyfn+wwMvb22ys4VEte0M2WQvBXJifQnO1PLuA0/mPL4L2ODdcuLy6RdOp/jMNc2UrbCuXQI/MU8nLm2Sd84Teb7nl8vP8ZlvM27wwKl93oYmsFKZ5oAFXl4vrE8XcjtPp/mex/fvB+Tz+fkLr/vRvdtvCjnffKg6lzYtTnWmygGw2bedPC14W1ZzgqT5SqUrFJXcGSpKuFOqDfRcCsmroYhZbcPFB0Rw3wvVKprbJPZ+YtqFt8b1AydJhivYqagxNXuB3XfQRL1ceHvrNgaJvCRo/MFaTriV4Y01uUNKlHZfl3ULNdD2iRWlujE1mXT3ypQzaend4QvUHW1dz+k04bvF+tp9orYa60NXafVKLWV4XeGOOWOaI76CLwMJZ+YxBe98SwWvirTzNKvCNFP3bosgvL6sLOdQCc3zhBeQO0XatRFLSD4UzmQ3bCvU7sdVS3u2u31EKPoNSA7RybYh/5wwOXTbVATN00GB8dZ2v4JfIRLogLF0NPjf4LwE1LpDdsq1+totvr1wPUYvHpyqrsAbditXPlS1Bm+bkVDQYWRYV9hULDG8jN5sawibriwJpsI+0CWR05TOmZJgDXRvowTNCuCKU+MHLzAmKIpIHuggtwbBa/QKT4XE8Zlj3tWfszZl6VMRxxHxkayK9JndFeQYP55TocnHH5OWrM6chHcdUuzOvjG4pq97xS4vnBqa4Me7O6Y94+3ZfVk/4kgghoA5K291H6p3E4Am9vb83U+Z7+4eB+3hz59+4fNaQCHT+a6h2Nf9ADUtsXa2dXTfKlVsQMgVCIzVlQKf+5WFjlDEyZ12KkIRBhVD5plUC2IFbZ6fU8pMLoMiYhqcPK023sOM4dfVUUO3+Nvxqyqo5H8SGT2wwqIBAey/rx7oib5BpzxhtSLOsYnjqMq4YZNkJmV4i1QPAfXrLTTWml5geYy9+8JCe6++QFpIVKaOmZVQ+RdnbJAB1kkDsrO7kSUNjHMVkGqDCP1SNgzjhykKi58e3/HHjx/p5IGo34RReBIJUEfCxOLozdSzH3ckBcn7yD0WVOlEUqkEG3Ya16LWfRzT3elucELiIwq1+BCE+OmH3/DzLz+zvYUJ7/uf/iu//90/j/Hyv/zhz1yKoUlJU7xmvptIknhrC9afPn/iUne0JUyXfQvZ487B2GoU2KnDOXfmeeGhLW7nuzu0wkuTRc3ZQNMYl2tS5vme8ylTSiSvT2+fWcsLjz0pm87c3T2wvkSRdsonkhdeL/3k3hajbz1EJqq34qUWlvMy9vW3S0EtU5o8+DxnijpSO7QOiitUR7pcf0pkO2A8mh1PjaMIKDnWNWnQNEqYizeZdCxDmsd97XthSj5gyKIT4tso0HbzIEKXOojHqolplgaDhsu6kxJM0iWHBfUDNrSXNaA/nfws0shFrYCyiogGJA6QtOC28/YcDZQ6LQF3rsfz6FLZLFHa2rqXghujWbWue6zXU4PsLBlEaI8rZgGL6zSuUrZYw7Z2cbLj1AGvmU4JTrAsjYumCZXElJbDckJDuv3SIThvG2Urw6+rVsNk1K4kkYBwt3vFvGK2f0V/cj/WAPepQYh6R+3wtBpIyOaN5elIsptbe3sXQaWMPaj4r2pL/18u1A/wrkj8XEcOk0h67KP2H5qjnYaUPB9N3hSCUUVizTJpHJm+dSugdTQ7ESh7RRstQVLCqdR23wYH6ErW3+0roavdvVlA+BBhMuucLD2+5DVHCgGVkeNkh0JBummux/sNMRcUkzTWzBqd6INjZWEVkbJyWgK+uyQ4L/ecW/6w1RXX0/Dr3GtFNA/o4Loaq13G9zqdFi6XlbtmDXE/T/z5y0deG4z/UnZOy5lT+4o/ns98f3fHX75ELmDVwqsPuXrco5jKQ5BDWPdt2LC4OUxpFDGnnJCrBh3uaEqjoHazZuHTC27ntdrIozKwq1LksPKhcax6G2aIG7UKa54zu8DWDJFfLt0n8BZ/K35Vq2894KUkEq52mKBZotQtjHmBOcOcfDyEjlI0UZ3RoZzEUbfBZ9IsVIHS3nOz0hzAm1qdO1z51odCSr76uaBVYgHoIRweAKIUc5L78JGQRv6WsRZVKtGp6t/U3I8N2BOve2F6jcnNbx/es2Tl0r1SIBbU8b19bNrtA2Mq5jZ2dfeG6L8StkAO1brUjerkeI+cdZiNvl1eqPYhVGroOP8dbZvD3ZLxDz/w9PRXIJRvHt898sMlBCN++fyF+rziHGTZ0zyRPPHaWJ96eSEj/PlPfwTg+4czv3v/0/CyUFHypNxZ+HtdyivmxnIfP/v2xtu20nea99+95908c2miFK/bhfX1ZygTXU1ofblwSmdoSUy+myju1OcwE3QTsjrnU0y56v6retz+lwxjH9Pcbass0bMFwujaNsOXth7sYV5prdCYFsW2ApNwsBQkjLpLV4Py4OKMHmwTKWgLwJIySZ23/WjKmPlIupLPTCT2VgzlKbij/UGY9yh4yJmpi+NMM24lPGQIHL2S8doU86qx+453AR8cqzIyv6pGztMhfEMkYnvp06Y9krreSFo35mXCDdYmdGNUqu1D7KvUGgmF9OJmZ1oYSoJ7VaRWTo07SimogHcDHUuNw9R+rJU5z+y1cVHThEsmtURSJAUHwmLyBFEwuR+G5lYLeDl8Bl3JYkM51mr4Q/VGkrR22JE3RrPKr5X4ajkqMpGjkurRCOH9FdEAuzITJjr/Y+31W9PmWw73bUy4VYUQrWnPAHvjUx17dxUnSZ9gxL6sV15HlVgjljaRkBQIm46ayAjpauolauh03LMq0TQ+jeeyoWi64ITvqCjW3s+qoFVDzbirH+NMWummsEkyktNouBSD0xVXaCsVQQ5uofQ0qQuI/QefNonirU96UsrMWZg1cW6N3Ls5sczTeG7KZrikMfnPkpjShDVO1fNu/OnlhdTW6e/O77hfdDSAkiuPpwee95d23k4Y8LjEtfrtwx2UwpfnTwDsOCnldoy9kdUU9tq5K/vOZbextp80k0TJTWhLm5fqoSiijbd/IIMMowx5REPMOLX1qpgxizBPSncA/M3DBz6+PvNpjWbXtim7r+Q+wbQMOHsr3v+nIv4WX8WNQ3WLW9ziFre4xS1ucYtb3OIW/2D8qlrmWy3BQQAkxRh4CCqJkbOwt65I0oyKUqyrXxk5Z7IcOFidGg64j4V3O6RvgQkhaRrd44DC6ajiFUGlNkhcdBbrlQSuIIjpkPZFC0kFRZF6THuuO9Y5BaZ16x1uqViFvWFdlmkmp8SldU2f9o270yPr06f+Ic3tvONwd7a9jM7ocCDPeUzqxvDKO/9oBhLSYEildhnT9nca+GdvnZJfvjyxzH/lxx9CQWdZFsQh5TbhksRyStTavLbsjcnv+en9D/EdfnzmbfsjL3sdSoJJM1lkeOecyHx4/4F///QnAF7KGy+lYE0FbM6PeHK2xssqXrmbTpxah/qSCxUlt5H2++We94/3vLUpm5SC2M4pnSkdo6xfOM/vBtcs379H3i7Dud7XguWJtXfqbvjjbz4cH0MAlZltLwMWUmUCV5ogHzLP1HWjNL+nvRqLBmxjPL81OpRdwcrMx8ACQJJQSxn3WBUn5ZlkXRnOcatoU/HMpw5t7lCW8IzrUJZqDsWRWWm2csyTYEWYvKty1lDIKp2PJPhe6ZDVNN+RZGXf2loqim8be1PgzFPwwPrro0EqA4YIzmVrne22TtVaEJEx/SkEDFI6X00E22VwS60atRrv7mJCtef4vD73U0mxpqXO9QBV43wOaXjVlafLNnxiTvMppktZB8+qNsW+bq3hHgqKnc/qDf8wEAidAtWnZNUR7EAPhPbpuLbBf5hwut+XgeaQS+5TMY1rKQMtcPwujiGUwnrXu8PRb/FthuiJKwk+ri41ornZj/XpZCJbRaYBEkRcgy6gHTIM7ml44yVNVDlQNCKOaEzJodnNZBuoGTCyeEy5gWUO6e6tTXHNm3pvz7MSaC0oQu5TMIUpncZ0KGuKaXeb5LtK44+3Y5SYGA+pbnW2so28qpqyix7PBKEamJvv3SknqDvLlAbnKaMk2zHpip3KZbsMtEHuxIq2/tRibHtM5uOLfeZR73kngTZ5sVfMjHmK9WerOxPGd80aJRv8j88fudQDSRBIyMNWIagd0mB6sNbCXmXArEQFt2MyJxrc2MG5IlACXaGvqzd3CGCaJlR9wKgnnZiy8+Pdwn96FzSF9/cfOD+f4FMoF1925TEJ3zX7mKzKv/zlz8N7lfSrKhn+f49f19lxQ1pS4GZ4tUEIdhHmlMeGnVKilJ2tbfoJYc45+FPd66QlJt260zzIwT0/zpIC/9oJ5MRL+wacs3DOeRhkvuxr41Glr97/2HEzoIg4pXk8SVVUoNO6EpF89RFs8UIsrY2T0d7XmpnB63rh+4d37M0I9HkNiEAvGiP315GA5RQQI1XClLidS0QGdEm1IFqGv1IlDJAHLMUBL7hN7RhW/v2vf2Vt8LmH+w/M08TjY8DtTouDKXMjjOKw7Re0SZ7/8N0HPj/9Qnp6ZW2SxZ7gPM+D7wCFx4dH7u5jgftv//ovfHx9wokF8cPpjrIbL19itP30+sq0nMaJzZ456wPeD0FX1peNnkSe8oJSmWRjbRhns4Wtbrz2BOvjR+4pvDy9ta9hzC7Dy2rf/wOc5xbfXFzL83qSsBmQvuHVJn7TZLc1nssyN5z9VkkOueYBE3Or5GUanMnLpXA+Vab79/F7Kkl8GLmqT2xlo8vtiEPC8f4caMgU9ILr9bLiuzN1zpYIezHy7ExzJzNvpGk6OJGbk/PM1oqZWixkgNs6N3nFpszb2qBx7kyT4m8NwlMVoQypZTVvYj2tsaSKSEKxscaUWhF13DrUJJo0fZ2a88SEDjGPYsa2wd61dlJCqAd0KYdBemrHMOczbjv3D3Fe57ThOVH6d84OdeXlZSdrJ8PHZ5eeVHnwIIaJqXtLePqvQ3DkgAC24jsdsPLoj3X7iZbg9j3KItmqcnDHIg7+ibrjble/FdxS8yi6KuZu8U2GpzKeAQtVhUNm31rxMUQohLJXcuc2W/ClBKfWg2ON2hDK6lwmHV2h5jPVk3IJ2X4fxC1YVCitSSinM5IFac+tmZGEK3ieNEqUjGdPMl/5JyEhlHNqojWYNj5Rey5S4pozJTTrl75+BGGK2owqVYWsE1OONXDKcFrumUUH3P6ff/efKO78j3/7VwDe3ja26rR+LClFLmXaCibfSIsOLtG6Cpu+cmnWEQ/zmftZ2RqEGLvw48Mjd1PkNH9++sIfnl9ZW+HZRYTMOKwdHLwatZlhbSW8qzqVYpc9LDM6nFIEEyEdBMsoqK4gxqpXEGMPC5/Oj5smZZmE87IMTvtWtziv3vlrxvv7O377PprbSZViO+WvnwF43m5N4b8Xv6qCKmkeI6nscfP1RMWrs2PDtf5SVvZ9HTyeKSXmJGxmTN0DxoMCPrzMvBFD+6ZthlkZN3xOjaHcbs4lZxadeKEZZEpFmehLS1hMKbnd8NmF3YwdY5GeIEUXaXhR1IRqQtprlEypG1MThEgkdqtYKyS0ZNbtwo8ffgSg/vKRp229WtwUq0bqi5m1Dd34qrBEJDrwREKg1QbfaFal7CWUwtq3qzYdfAZd2Gvly3MUFutaOJ9yt+PiND1+3el1D3PgFITOx7sHfnr/W/b9L6jGAjbliR8e348k768fP7JtT7x/F1Ot+9MJcR2qjj9vP/O0rWyXliRqdOZqS0Rf1yfe3l44dYPUXdgnGVO2wgpi3KX3+BSL6qkYzCkUB4H15YnXary9xXEv04k0H8plfVJ5i283puU0PN0oW0wZ2vVNBsmP5galIFZH11N1B8/UdYNGljZzfA++JsBaKttm3D+0JFxncpqo7R6rtrFIGiqfte4kSUypF20e4gp6+NhVhzEGz5DThBdHp84fymg+DX6SSyRQW/9MjGWaR6K3Vydn4TTHtOf18sp0nkIhihCEyEzDV8498/JyGfzHlI2UcjS9+lqLom7DJy7jzFnZWmKoWdDqY01Rc3DhuRV1y5zCq+5KUTVxZXQrhfv7O1J7Buc8IcmprVgSV9wEKZXSkp8co/ah2unm1FLHtQh9PR3d+c63Ghwpj0bU4H9LGMd3400kPISuXH9iz/JDOdbD2fPK41Qah6qhIDQQFINk7reC6tsOH36PtXGyDwEIUDsUQIUwl+6+RtUsVCOueFbR5rxq5LnF5j7kj5sjVJ8UNx7WoPI1D7TuvZlIVA+OJUDOtT1nHaUT/CzRK0VOCWGNft9LfOyYpIgSant+PFeKU8Z4LjFrZu0iFF34Rfv6ZajGf/HXC6e0oFY4N9W+n77/Ha9r5V/kD+17Fmqx0cQNzyzh56fgP6+lsLly2VoD3rfwwrsE4qXcG/fzHe/bhPxhE5ac+dh8MX95fmavdRyzXVoRlRgFsrhQLPymIPihjrNMrXGVwuFz6HlpaTypPk3Udp2OAg3x0Wxz2gRyqCkaVoSnt0v4GQJLXnjddt62XiALtSp77Ry8wsNyx7uHtoE0Zdhb/O24cahucYtb3OIWt7jFLW5xi1vc4h+MX9WEalahCzDVsjFpZmqO0HXz6IJ0aM1amPMyoDBVJbwXbCc1aUwvTrL0lfQ6enSgy1rZqzG1D52nRNJEaWPedV95trcBAckyR7ex+wIQ6l3dn6V6iY6RMboMyxwaPNYhP2Jsex3dYEnKkqbR/UWlQWnj5x3hdbvw4/e/AeB33wEf/8J66aotGw/nu6HqogqXulGauhR0xIrgsrXjdlTDZRtgEmGtDD8mFSHNjjSYwOPpnnfnc1MnhNPyjseHOx4eGp9BNJQKeye4Opoya5M8nnLlxx8emVT58hzS6lt10pwR6+cy8+XlF873wdP6p9/8xPNz5c+Nv1LMqE44iQOIs0zLgAT86Q8vPF9eeT01FTEv3Nk9S8NEMwUkx9KCzu0434y6G6dzu18ksb1upFO8xjyzAe/fhVphXW/8hm89pNrgBkAO5brOmZIc3dt231/eVupuTBb3eZZQerrYio97QUnZkDbtzVOhurGu8azNpxNTngYiZ2djnxJb80La9gvqPjyjMGcvhenuasoyy5iSlksFPWTHIdTsku/0TmfxyrYbtXe5NeFa2du6hkjwssYkbuPtuQxIcM4xQe4N5mo1pNVz54Yk6r7HRHp0aw247qZKTOb8mNSY2ZAPl6SkrFiJjmmaJ7bLytRl0C10TIe0uxuTCt7WIGNGVXl5io7znTjqKaYDJda1qm1u3g+7esgfN6hz6KGWAfmWLh/fPX1kbnzKDlUKe4k+sQTHTMY66trVH21MA+P8HFMn0/YZdnCqVOtQaPyVben/y4W7DsiXEPD8jrKxtg/ngcwNn6I+gTKBlMIqpvPsgk4l4Q9Fh8sdKnnJBSENWkMwHeXgootR1cekN7HjnoZDirYJbX9GREBT+CsdD06MWK/5YBhDgRkVTA/qgzTV4oNz2bmKx2dWPPjpRP4gVyTu3S9sKJOHVyTA//nf/g8ua2VbAyXz7nRmzXWofLoZl31jb8+PAZZ88NPqasxJ2RuN4WktbNsX3j0EF+nxfKJ44WPz1ny2gDym0nLFsmOEqt/UIOC1Bvyve+f9v+y9efBtWZbX9Vl773Puvb/f702ZWUNXdw3QzSiNAiGtLIe60AAAIABJREFUiHRJN4YMIRAqBENDAY0QIQSggghCdAgYSMgY0GAQajMISkhAgNCBEtogMxoiKg0CTXVXdQ1ZmfmG33DvOWfvvfxjr73PyVfvZWa/zqqsl7W/FS/rd8cz7n33Wuv7/a5yutYepLswlIpWZTjIWnkCiFoowI0R4TwuC2pzfaFW51bNFp/J2XM5LRyP5TPjEBHc6mjvMqd55pXLh3auMzdptc0fh16DeSO8q2bfe7dvka2UOY53iXNuNrkyOLJo46+O93agM7MtyMesCMIy+kafcE4ZnGe2UrRzRcNUS+7MRTx9MGFiCJ4YlcnKp4WD7znztdcJ7J1vOq4yFWpbqCgB7xwO5Y4t9O/cvgvOk63vTHbC5fGS62ujvg2+DMy62HEJl5TcrH0VxHGaio36CxfnnA8DD5cy8CUXbVgt4SNwmm5IThsNQNQaj9ZJ2nm8Dwx+5XqnLI3jvBvG0s/LqC+3b5+xH4ZVkyWO4GnNAoMLxBzbJJ+AvKxUypwdQ9hx555vjTpvri+JcWapazwSQgAt5+mluy+R02u4q3IMZ4dbnJ0Jx5syob56+YjTvDDbguzqeEXUgXRTHgc8gcwSr22vIsEN3Fwf0VqCH0YOg2/NoY/ThKRUFquAzJl4OnE2lEk31457Hc8tTsdTW+AUA5rVyh8twQnW+2xOM5pAKT/qw25g4QbxA7kaPmgCza0fiuKYpoT3ZbwGn3HjOdk0MiqOPJ0IFhhElKiB2RbgPk0s89ICkSV51BX6KVjbBZdg8GTj7i85wbBtEFn0P84WOGMYOE0Ty2I0YoQkgmQLPDykODVqW04HkIlqeZ7yzDDuwTQPimPShZ3zrRknFKqbswRY1kK3rXRK1QV1K2vWicMPK2VvCBekODdd53jYk6a5BS81LPFD3aAnLpmHNq/eOtuzk1iMMGyBk70gwTUTihxzCagqpUYz5Fyo5lgTZVZjjZxjofU10wpnTUlXDrm4jQZCKAm2JGxVUvhyPcpHnFEKK61QUE1UBWvVrXU8nyhJhvK3c1KCqNb/sfwE1/Yjas2stY4BPzDo2p4A1lCk2bVooYo1m31KoLM2cVDW1tblmdYQCwvqtnooHJriamrhbf2UVxVgLm2kCk3XDsQ5aclQVUXiGnBlUdNiad3lYljj1yRDyCWJ2vZBE8tk81MYiHMi45htPfjq/CoHJyz1O0p/HE4mAcgo2SvO12SJktKCLis9b9vt5kYjS3IMlthyIqjzTUKylzIHJwvIYvao9TnNq+gSrzBU23Rv9vV13YMWg7JqVS6g2a3BsplW1ACKnIm4JlFZr6uZCUUrKCjMlWqdE2HTXsLhOS1wY+vDrKno1Deyl46n410VUN2+dadF8dN0Yh8c52elYjEORVt0/2HRtwiOmEeujoXzehj3pLxwXKbGafVpJMeFvYnMj3EixUywQZNUCTvPbm8Lh3nm4AfGi7J4UZTgRsbaF8A6lPuWwRRUhFy1C2SCLyYUu7F8R/Ae8Q5nC6LdeM6d8wumWzZIXBGeZ8uKO194/ydb/KRchImjVd0QuHX7nEPatX389Kuv8sACDecCwcHFYc/etplzIsbMZCL1rMrgQut9M7hSEawZpeMc8eIRymRzfQP+4hZnoZzHKEo8HdGL4iSz5MX6s6waI2FTGcwKkvAiXJyV6o9T5XqaOU5lseoCnB0uuH1e9tn7Hc4J3no6EDI7lznsy3HHuCNOJ26MM/3S2R2ih1eP5fvOD+eEnfDouixsUwwcRk9Ox6ZXC85za9zx2tEqdwI7P3I0nvXBj2SnzCbkuqkC1o7nFjfH49oc1u9IOePHVTsItGweAtkPra+RX4RJMuIz487u4yUVLVH97JwJUnqtAMyniB+W11WHsuq6wA6QpkQy98rkR6Y8c7qp7lQLwzA2kfmSI0TQQYmpVpQVFwSmmtgBF9ZEgTrKPWwBGOPIlAQ3VcdM0DjgfJ0Hl5KkscXJMI7EOK/GGiHDaUb3561PnJeBJd80Hdfgy+KhNUVPplWqOgufS/ccW/ndxIUsGW9BXBDHMO5b1bsEMsrhUOaHUQ+c5ombY1k4nJaI90Wb1Ppxobgom0CxsBykJcAUvGvVRVET0rfVZqK4odZLl3BuvT/U3p/smLyOtgLSFmgqas4CLS9tL8i6Dc2gY7t2Hc8xkrZEYtEia3F/BGv6K5yqNBlXtE1tpZ/JWcz1rpqURGLMaNOKO+s7acyd0iYcb/ewFZPaPatOLOlqm9Byn+c2bu091ZTCVen12jtTc8IPu7V5OdnGWdVEFeF23WaWksxu+yClwWxNtiwx4RZtrJ1k5mPV4TJJYnZLCUBqogE4qgerGE1xYllSqw7hPQj4Osc5KXmxKO31w2HHwbSvrzyc0HxqLqUvTwuKY7TK3n4ciSm1Xpxj8KBlDlnqMkCKwYyvhhAE8Bnr+okmwSXBV4MypDgbtsJdIrk10PMoWVObA7MKWfKqqTKnQRG3zi9aGAm5VkFzQkRbQi4nZZTcHGFV1mC94/PR01kdHR0dHR0dHR0dHR3PiHdVhWqZLgm7oldQUR5evsLdiw8AcPv2HV598Bo7y1BKTNy99RK3zdL6hdsvsLCQ5ols1phXx8irD+9z7/wuAPcvH/Do+thKtuPece/iLuO+ZC0e3Vxz7/w2t8/KNpaoTNPMZLQST2Z32HPr3HQ5qpymmcmqIrU3C2ij18xL6U1VtWAaM+Pg2A/10iX2wTcayRAGEOHuRcmUTHMCWTjbFzvP24cD+93AYv2Zrm+uUDeSrJoUEyARkYFbZt388PIVrk4POZ2q1ivhvTTLeYewxERNSamW3jRVMzUOnqvpxIvnxje+fYHgmCw77HYB51bbZnnMDa9kgRRHaNQWLwNeUqMNkD3nu4G7t4pe6ebmipiVW1bRmvNCXhLOl/tjv7vg9mHPC2azztl7+eyj+9zK1cJ0QfzA0aygbx3OUcncaOKWdYkPKNfHidls8S8Gjz9coNeVIrpnHEamuaSkrh4+pOP5RmGK1MpORN1KTSEbTceymt55Qo6czKlORpimmfOLW62H0+AUSQ4rzBA1sxOHs4xxTInTaWk6TFcK0NSid2l+lJojlpuuyvxkfWOGQQjW2whAvCeliMuujbPiuqWbygmIFyRUHWYixoWQK5VN0ZhIaa2SqyQGc/k8pkRcZnwyKrRLSHIYI4edW1AvzMsRZ77nohnxgquW0Rj1pzmiJrJ44rzSnZRAME0DqdAAK9tpmY+c7/dMVnXzY8Alj1bb3zCDz9xY9fi1R5ecv3i7WJdXqrOY5ipUjUom4BsLQnKGEJpjVsmqS6M2e/Gok1Z5z7HYrofa66bNZebYWmlOiUbJyohV9tYqRKk+rNbuqgE1mmluVK6O5xGalZXOWfqtvU4f7dbykSCmH6qObMrc5AqVJmi02VolxVgxRhMLziGZppnKTpFtnt0ke60gqorLuVXRnC+0XddYODSabpMr51K2CmzmxTC2/kiTZFLc9PfLpU9WoxGKZ+9DkzEklKhzcwiF0q6gajo1wxIzUXJb4e5kwDu181s0mE6lOSriKbquSr2OmRwzzuY8CcpLd1/k9llZR51On+Y6LzyytdvlaWEUz2zW7ftxxPvAaF+fRFGfiUkLLZxCtXYbcm9wpapeq0XLckPMCQl1LacMLrIzRkQW3VCAy0USt7pElsu1zmdzUgbvCME1x8Uyj26aNCggq3rN+UIZr78vqReo3hDvqoDqYjdwZaKaU5w5P4yMuxLcfPJTn+DyNHF2URbcp5tLFgHnq2XlEc2RcRy5d68EYTeXj9iFyHve95UAfJV+BfdfeZnry0IDO6aJ9957P3UmCAJn5wd2Y62PJtRNeOv3cufWXe7eucP5eRmUCszTxIPLQkN8eHXJPE2QtU0WSZWwocxPOZOjtp4LOHBeibaoX2Khksxu1SI44OqqUNuurx9ycXbe9mE4u8WLybUZ8+pmYnADu52jtoW6597H7nDBqw9eLtvInp0LrW/EzbLg5pnFRtu8RCKYRTykJFxOJ7T2/AqBs7Mdi/F0x3CB97L5EVCyGvGaolVQTcSUWxO8qGXQ7/ZlclkWBSLRKH6ffeV7eeWV17h3+z1lHy6vCpPcmhGPw4DnBr+YgQSRIMK5lfTT4lhuZkLt53N1hR8DfnCtGegggePNfZwvJ8of9pyN54yyLjyTKKf75X4ZDiWg7Hh+oTiCVG1hoVvU3xgnGXW+6KKA0e84Tgtqur4chQEpwmHjtS9zAvFgNufjeGDAc2r00BEXM6PZ+S/LETQ3Xc+oA9lFFrMMPp6qcLiMPYeQNRWrdsoCa9gFkqZVn4TgspLqokiLsUVtMUHOpamkzRHzdCTj8TZ3BidE9bXLAuAIOyFa0JhSIOWl0ZBy9qW5p9LeQ14I53tCpQWSSHnTDDgLfre2MXBOcd5z8+jazlI2SlAVgQvTspBs/A7ZQUhNfD+nmWmObYF1//4DvvLOBQO+zedS7cvtO0SLbXpddJGKTXVb8MYiZK8ClNrwtC5Pgy/NhtvyRc2kwuYLR6FvJXJb1Eq5sdabLKlpLBqPENWIiiWGUrc1fq4ha58pdSUxKRtNlAC+Nu1VwLk1WaJKJXg1hZQUE5TNEhuQZnKDBfGWvykGW0rrlZaWhPeu9Oek0s7y2jwWEOc2emczydjE9d6DJ7WWJN4H5nnBWSCwd56ZmbnSe8UCwMa2E+YUWy+srGXuqFqi0mZgbZGTtSQvliJgLcfFjsmxBlRi01kzlLH5u667ljo87Tuj8rmHj/isNcA9niZiypxsTbOYhfmUTOZwmjnzA+ehHPN5GPDAQzdv+prm0mbB5u4wOLwfmqnRkoUUtSXPnBQr+aGaBRHKvVLFZ1JML5JdOy9CcL5RCFPOJQHofKNfksv3t3uuNdZbr2fcNEzPPV/zhnhXBVRf9YGP8OlXSp+Be27H+154H4NVj159+DKHceDOoUwMB7lFRDnelEX9zXAkxZmQIi9emC5nyOQMl/eLs1zWE3du3ea9L72/fOZ4yX7YsdSGt6H4+Fde7TB6kH3JPALn52fcOr8gDDW7AyIDd3LREjnxHPcnNKbm4pVzcREUX4myY+lFYaRWkcwstGaTyzKTc25mGwp4P7TeOZLh/oNL9ger5CHkmLkxcaZw4uzsAtEdV9dlHw47x+3DGS6VHk83cWY3DG2Rd1pmjqeJm2Oteh05LYlMbfwruOS4ceX7Hl5dst8NbaGhWibkmpUtTke6NmXW0lQ4a1qzOUPAO2ExQvJ+n5jmhatjCRxxgcNuYHcoAVPKcFpu2JuGap89cZ6Zl6KhiyKlB45r9kWIwsVFCTyvrq8gTRACkznkXNx9kesr4dbt0gRPfeb66j7RnAXPzu6wGwd21j1wsOppx/OLnBMp1yykGa3U3ndBcFp0NQCDF3QXmr4xZiWEARd8q2Idj1fgXdM4hqREF/E2fo9yg4vCYIG+CiwJqs1W1EgmNO7/wQeQTDYx9ClFZI5rsoJYdERBEAvKIormSDCN47Ik0jI1bacPHj0txBpY7AZkiUioAVgRgNex6J0vx2i98LKCpsDga0PzRLYYwdd5zQmOgLrFjtMTNbfFgabEcBzWBqJe8I7GDiAFck54qybFnIjF9qy87BILIFPVigRO84y3YzjeHLm8OnHncNYWON45NK6NNtX6GDpLqGQSqgu5CQy2epbyuKwNa3KLkuGvi7hcNFLNgc0JEFBZg7a6UKxBW3KO5GiNm514cw+rG+0rnucZylo1EUrioGqFcpKiG2wmJ5QFcf2wFEc/x1odwkwuah/LakTp1hJ3WYi3Rbsna9zocnwJQtJ6jyqrYY0kEK9rnUWqrQUtmIlatl/7bXo3cJ2OzFXe7ANKbm51WXMJBOu9rEVnVfVOMSc80hb3Fp5QMxk5Fz121lVTmSjOyLXSL5pMV2pVMFeq2y0Q1aIzq9ox7wMPHz1CpToRZ5ZEC0yCiGko65oFrpeJaAHWYTgwDjvOWd2MHSZ/tN+LU4zkfORk7KES1nio7w8l6ZxbAsYVLVqruvlybV4XHK16KTc4nGySVGD9wDaJqJzJTppBkWoizrUlO+uc3/FEvKsCqhdfeIGDGUQMu5Fx2BNTWTD/8B/4Q0maGGqWxAWiJk5GOxPg1Vc/yzB49mclwDk9iMxzJsVyg19NN9yaIme78pnbt+9w6+IWD63CVJzsaGLunDKKEG0QT3NkmiZSrgNCWHIk1ttVFZcdqqsrl/cevFsHoQgiGd8aWB5QfGvEhiuTkZh7XdQESbkx0fphv0e8I5vQ8fLqhikKaani7cz5HND5iljXCfEckQk/lsXLvcOBmCeqYZaMYxM8gq0r3MKNnTehHEOdw4+xiEH3zSjDxN7VetULPi/MlmVnuUFzmfTaxB+Cvd+ojsORm9PMoyu7FocLvO6IFkguOvPa1RXn9sNwa3+GDLeYqNRKj5N9m3DnlFlOJwbbx2H07Mjszm+z2Ex+nK5Zcmbn1moiKTOEanwxl3uhdnCvDWE7nlt4FLcJoET9hgbhEFVcDXZyWVAPrbqUUAeLLiV7CkX8jLJYBSnlmV3YN7OGED0zC8magw+WPawVrpyXIsi2e9BLyQSstsfCzdUV46FWYh0pwrDbGFuoEpNQHXGX6UTMa2UlixIzjVqSjjOHw8gy2w+/Kjl6cqwV5lzoOnU84xCXCaPNSXg0C14jfqhOoQ7RWOzVgem4sL84I9k8lslESQTbB5eKacVoQaA4Z9SUmo1NqO5KqwxAxeFlx2xBXzGHADXX0Bx2vPbwmnE3cl4pVDWhUxe4UhYf1Y80IRbY2PtyoSk1Mx1K8bFmfx1Gp7TzOuCIuhHfa1kwO1cslaEsWFUz1X0jV/tpXVeTImsT1NfRtTqeO5RwpV7LknWo8w1BavxToOXOa4tda8Jbgpr6ZFnky4Ye52RDx1OaWQJActVd17dtoKmNZUWM5my7FMpb6honmyug20RUDoeKsFjSZ9g5DmEkG5tIkkM21u45l7WRqxGTCEhx3QVznhPWAMyZS12rFiXKqfOMNZmRS1U/tepzodLWRHXKpZq8NQwLFrBCMWNYSK1arWq0xHqeXany12fUzsXJ5sRTPnIeBs7DyHBWfh+Oy5ElwmyfWeaFxdxMyzYKxTPace+8sA9uk+ChFAMrk8A5RCKjVauTZHBC6wvspNW+W4I+OFIqASKAGwNZUwvi8Z7s198C3zqldzwJffbt6Ojo6Ojo6Ojo6Oh4RryrKlTBRS5uleqSaMIHEGf24xdjKcdaCVg0oQTOzUBCs7A/HAjDjjAY5eN65Pxix7JYdvBy4VPHS3aWFf3q3W32exr9brdzzPOpNF8E4pyI88JkWdbjNDEtp2YvDMJ0PHFj9sPTtDDNM0tODEYTO9uPeOcbjTC4okESrf2RwPlAsKrILpR+LrXSshuG0iDOshzn+3N8EM6s+eyd84XX7j/kaBlyAszxxCRKdGYXf/WAeTlxZpW7F2/dYfBD00yIc4yDx/nynedZ8YPHncp5uF6ORfxolbkkSsypcX/TkohLZGyUgKLJEDO1UDUb2LRmgMSV7Q7W8+nBVbG8v3pgVElN5CU3jnRMjuslcXX6HACXuwt2g+fWWaHrhcFxtjs0M5DMkZvr2Czvd1JoCTlry/Z/7pXPQkwt631nvycOGTHL+5giV8epZdFdT+4893De48NKLQFX+nQAOUZAcNaXbokzmiaqQMGpkBws05G9K/TPwY3Mkpq+MC3FAry2LDixEMRzbVb8A0LKqfW6EjxeMjJUcbUjTq5RcsLgcGMgzpU24ok4hhgaTdirgHNNLJ3RQtOrRe8lgeRmCJMXR85CNH3BQMmia9U4ZMXn0KyYnUihytVziGNaFkavYJnSMO7M9tjeNZbed14qRa9khJtuIhc592BzRsyxVPjt/YMLLMtc7IoBz8C0zCTLime5JsaFxaro3u/47OWJsHuF8U7RXYo4NEdyNeuoPOBNFls0N7tmJCMSVoqNZmKWVplXJwzOtepTGo15UOmYzpdtJLfqrGTzD3BZcK2GUWiHyErB6pS/5xuC4jckNkFa9RmBFDc9o7SYoDQ9k7hSmdlorjQ7nKwaJydCQhtVrfZNq1VSbzWM1lfaZSTltXGvekRWTdaSrYi16dq72q7bfCJVX1n7UB7JmqmtMhddSvWq2cF7UC3zHMZYEdekE57Sf6mawwQp1eYlV9OsMk96azpcNmrH24aVMIy+0QZTTCSh9coqVF1lqXrZ7EuPLXt9zqWq1/SRotafrm4wAbrSEpOyaOlJd2tva7vRc1oilyfrZeWEZWveIcKUaTouzaU/V7Cqe8xaGhxXIx+vBEKr9DmRUklbi5Nl/SSbSopp0arcwttcUu+PDIxhfdzKoR1PxLsqoCo/Jvbj54QlxSYQH9xgvvxGO8ke5xPS7njl4hCIGpFkA3WY+MB7voLJStVOM+7mktEWUMfTNZfXl9w6KwuowY9gncUBTnHh+jRzeTQTi2Xh/sNghgulJDtPR+ZUy9ADKcOUFir/bRg8oxuKNoPCqfYygtReKMJhHFqAJFr6HtVeSGFw3L240yiEwxAKz9Z6a10MezILL2lx9MNpofK4XVvMHI9XZELrqbCkCe92bbLIOaFZm6PWNEXmOLPYcS2FA9h0Ic4JS1zQXBaVN6cT4bBjt6/9vZLRX9bStqDGCa4ldYc6bf16ro4nHtycOKUqpi37Wt0QnQgxxtYI2PnEaZ65Mu3YfvDcOb9o9KzDeMHxbGHBgqXDbc7uvZfj8YZlKvSri/HAJCcm6+GVfCi6MqN8zamYhajpWVpDv47nF+Lboj3HRPKes2pCEyOQ8KHc92du5KiZeTZasXPEa0WHzOTtR9QLQQOzGVekORNlbi5/ykJ0A4tWPZJnBsLJdFnDgldBfNUSZQ7jyNGCfFmKI2Z1jkJz0SFpXN3sEJZlafRWFwYkJWoX3ZwU711rHu52So4zh2BzToql8ab9cscIwyiNb59RnGSikU8EYcThNDe65G4M4HJzP/RDIOfcEkEiUoIGm1NUhEUj465852JNd6UKvP3A6B2+rgR1YElza6I7L5MtNKrQIyGDZz8OqyA/K8VXYjXCQOZV01ApR02wUhy1mkmJLYDEjHJUHCnoZvFpK0Fdj1GzoinWZj6Nytg+IwKaWtiU1PRVbdXU8Twjvy4gXulj9mIxqKpDedNQHCC7bNQ+afewmIaqLpidK4ZXvs0Hao10a1Bf+lS1+y0KDo/zm0U90gKLpIK4ra9coUXLdr8pQV6VQkSy6aTq8WXQ1YgrGy+2mkwMOaNZzYe4GG2VAGnVOrosZF91XSVRkchIWpNZ2Wh6UJrphsE3Oq/lJVrQVqmVqz4tE1Soli+5ngO30n8zsQS1FEphcRG0dZsIS0rcz9e84Mq8ebYfCLuhJZLv+xvcbMYRQPACy9TGtvcO56Ullb0F04utaSV60mZFP+CLK2wN0I2pWUPpcq1Kgma97ZSktN8LURhFiJWW+Lor3fE43lUBVawOM1A0OVLEzQBL1tJBumVN1Xi7lScv5FR+7Gqmde92uMPA3oSF7r13eX/4ALpUvUPitUf3+dwrD8rru5GXLl7g7nlxEpyOn+LB1assNqjnuBCScKkW7KiSM4izJrs+AxkXYaqcZiki9Za9UcUzNfEj3nGKmYeW5dCc0bS6RLkIS3rEaIHF9TQRBs/NXGfhDDmyP1jg4YXD/hZJ1uyvc3sOZ+ctU7bkTLyZW+akbFeYLHA8zTMaYTa7eFFP8jSb1DFnNMWN08zC1eXDlj06jDtUMrVfuzKhKH6Q1ls0xUyWTLbqH5KJeWmOR87OXTbL6qhKEN8m+Z334IeWsjqeZo7H1whWXQjjyOFsJMYSiLph4HCxY1lO5NlMB5wjeseN/Xjt48Kdw6FlpOd0QiS3Rdyw39PxfEOQpnfKg+dsF5qG7kaVlAfEgp39xRmDy7hgFct8Ih6vwa8BTqI0dowWrKTsCG5fkiqU8X6dJlytrDCwSOJoLoCjDuBDy2onVXZDYLCk0BRnlvnIeGF6RYpjV8yp6aw0ZZZlaY0zHVru7eb0VHrLqpzsccYPgZvJ3CtxiPN4GzvkGdWljV9njT9jbZiuZexIGNfsa4y4YcD76uJZTGm0BnE4fKAtLpaUER+Ya8PjDC6vgcfCgsjIbimPJ53RVBJOAGlOhHEg5bLP07zw4m3hPbe/ArW2GaoBcautsUMso1vT9+W4WgWhurNusvW5Cl0oi9tMascgpQTXAjZRR8k56zq3KqWXcdWOUhdFJqYHJOeWOParG0HHcwjdlCM9mMlAQRZz8a3VSvu3xgBr1clRNZRqRhSWHNHiIrj1DXSbbaqAuk0Apt5uwNxez+RN49+EIk1vGJySTTWYNmZdSTOp7ncqY9tV625KALKtu2akJZVSopaMymMF2eifnJTxUrutaP2MKsmv82LWRGgW9MW4olmzO49FEvYlRXtWkyZVNjZIPSbH4nyr8peKskPUtccniWv7i5zQWFJKx8G0Y7MSgmsJ+jvjyCSRuTIFBEbnmzFG0cfRNJnljOU1sC61wtVQQkolsu6Tc8UESNt7y1XNvL5ile34y8NM0hJklcc9KfxG6LNvR0dHR0dHR0dHR0fHM+JdVaF69OiqZQO9V8QHQqi6nFKebswJV7jJrvVXKA5KS6x2mkVvIDhCKLSSW7duMQ57HMVKe87KOOz5nHwagPuPbkhnqdkkv3D7HvF9yvd89jNlH9gxSSQsRoURYRx94ycno8aNYyCbbXrpE+BaRrtmK2ppWlVZlJUiosXFp2WrxJHygreumjLD6ALOlWxzIuNTJlwX2trgi9ZM/cItoxHeGi5Y3NK4uvOyICmRaoPBlMgaWqbEISwuI2YNvR98yXDUBpfZFZpgK/k7Pvu5z3A8lX18z52X2J8NKyUgK45MGHbkyTLQeSZlmh7tsDsQro7s2LMqAAAgAElEQVRozc44B5vssmpkH6ovENZDR6gdVSOwiDLH4grpYi6NgIfSO2qJI6995mXSshCMVjQTGRlQX2lKjqiRa3N9XBK8+NL7ubHm0d4a8nU8v9AYGaz1whCG4opUOe1TKjS1g+Wp8mLUU6vU+AG/25H83DLIc4w4Da0qrjrg3OqyJAF0XvsnLbE0+q7WuUsCL5lkmio3Bo5xIlk6+GaeiZoJNnHs9wOSE9NpIpj2cwiBYVCWWCszZd5Ay9ia84zXNRMq4lH1bXwuGnA5oaZXdaNDiThdufy4oVVPNEVUk2W/a9VbCW4h20+SaizapJoZNYtjtUq7TjOalNTc7kr1KFllLqfETiOT0QxVF5xbm2BmKfbl0TYwx4Wbaeb6lDjfWUZ3nuza1ux9yQ1XzZyVq9beNvWp9VVA2/1RXcPqPvuskBfUjlncgEhCTCNSv8WFDVEnlwpDzfYHdaXG0H736HiOUZo7l7+LpT7UpYB3MPj2U1+58OuaR719ZqWVOsSc/NYK1ICjkkYV8LLqe8Wqro0CiJS5pDFOFW2djcoW2Kj6ivFuGSe1/UBWeR2NMKu5+LH+/uNSkzWUXXVtvkkU5k11Eca+b6sty65UnQFyKnpKFSnOu5Rqjri1j90cZ3ze04aLFGP53Cxbs7GXajWoHFfTcTmH10CKtWfUgsev7q25lBJr24cUSxvvsAtNgz0eBnJc2ly/340Mw8DJ1iSnJeEG16qBIqX6XfdhISOSW99LlTL5rPrL0pWsOheKo1ntV8fFbE18626PTnDON2fJqFKuV/1K7TWYN8K7KqD67Msvt7+X+YTzntFoKOM44r1vlA8fPH4cSk8WYDccSAoPLy8ROy1DEHKeWqPeIAFNS2neCITsuXN7hwul8a/TT6ExMlkvpMPhnB/01T+EYD2fPvPJT/LaMiDegpvirEA0+k5Kqdz1ktmZJ3lwnpiVufHsy/HlWly0ua7RAFRK8FUDMFFSXq15fVZi0taXqvRqcKb/AOVYeqskx+Wh7Och3LDo1Mw4Ysw4H7io1u6DI6XKcIbgR5Sl9XxSCqWoTm4jkcywoShk5jny8sNXyuMgvG93r+m+akDrxOOqSNSZ/aedl/PxFhe7yybwVB8YsjQ74UBA49oLI8dM8ILaCmSeZ5aYOOzq/TCQkmMxjdUlMIaBYVSclPeMw4AOGceuXavT6ciNBYbDYc9+f87emg9/6uVP0PF8Q5dEuGtW+iEwTyd2YxlcF+cXpDmuFubOsduNzEfrdZYd6h1pEeZc+74JCwnnqpFF5LTAuY2dmBeyG9p9f1xSSQ5ZI+CdL8LqugB3WgwfvP3waS6tImoiQXLRK5Bdm8dOktnvDsyPyryllL53VbcFGSeuGbaIiBlXVBF4xDsQqiW5FKflxgsaitC9zmHOF61mToymN9Q04/LYGpZHhegWcqy0n6XoHOqcMYRC+2tajohTbVRndYXWpKZ6GHQoi0P7vB8c2WUG614epxPXJ+HqeGRn+6DDWFwA1qsPIi2p1XQcLdBsk3N5WSirwY0phWzf4ALiRiqfRjWCuEJDaskk0AU2LMPyn9q7qnXaNMqo9ojqeYa8Tp+keFFCbZqL2HP1zYWqt96OKy1ulTIUo4q1OWxtON1EM3Wr7SuLZbhtUwqVrmq7nFvjuO3nm7W7FGJr1jX4kE2SoexTRmUNwsQ5JOaa2yw0x83KtIzZTLAgb5AyzuuYyLmYRW1UEKiK0YaNZuwdmvKmv1vRSFbDGZ8El1mjVcnWJ6+O6bK/zpw0JGckx9ZrU5wrmq167XAlqIs1iaycHXbcuXXGvdvF3GsYA9M0czJNttjy72BJo9E55iStrU7wpT9nDUw9mSzgaqSZSnKnJrqzQvCsfe+sCVnKuUkncEWLVQ2JohadXrsfcknubC3tO56Od1VA9eDqipbJwwML3vQOIYxoju2Gd8ET9kNrZol6osCjy9cYx1KB0rxwc33ksC8B0fnZGXf2ZxzMGdATGYPnYJWH97/3fczzCbHGn2GA6+tXeOlu0VS9/LnPMkyPmpYmL5mreXWRyrgSNLD2HSlZ5Exsi5vidKebSVWkdY1oz9cfd0FsENZPQ5TVKSijpLQ0oWPOpYrnRLg8lYXgpR5JGYbadFMzIXjmUKpch/1ZadRrE16aJ5z37G1hMscZFtk01SsTdDVp8N7hZOCRbe9wdcM47Ll9Yd+nhZWdl9icf4L3qOQ2EZztAi/deoGUSifzm5yKRqtOPs6DJkxSUfQZLjfnQZfLc6elZtWLULdWDm6ur1kGR1gCo5kOHIYdu90FQ+2mnuG0KKleuxh58OBzbTG8X3p257nH4MnWoG1RYfAgozWPPJ2Yltj0jTnlMp7NgdNlRZcJzUKy6q0LihLW4CTODKLEpXznkhK7nSdXkwqdmXNuE3eKM7Ibmh4q2X0fq07Th6KfsLF3mqeyvt8JyVc9qWPO89qLRpKV7Mu9PzhHymsWMwyK85lcK29ZEPFrBZpM8L5+HHxC8+o+NqhrGonJzDhqlrwa0QRRkodg20izMp8S1XtjGKVUuuzc5lPRdZTKM5AHcLnpwnAZTatTWCnjK976UO3ORlIc+a7PvsLDq7LND7z0QgmuNotFZNVhgVjGdrO83Db2lbrmtedSeVx7uYj1KWyZe3IJssS166WaSoDqasWhxlJVNeXQlNb5vi94nmuU6lK99kVTVRM0zllBqv3G2+/WRhUj9X9tEV0quzX6KAYxaw8nrV/UHpegralyFHOB29zzsl1f+PJfVytgZcEvquha/7GQqAZYRdtTdTmSl2Km0YwxSgPb1gcul0pdqwR7wQ1sTCxAU14bh4fS8yrEVP1jGMU3k5nyHUXT2RwScXgX0FATOA5kaceZRXAKg5mBRVdMJwZ7PSqgmZ0FXEeUlNdkzG634+7de9y7OHBuSXxFycmjZlKhSzEw8jYfnAVh5wPR5v6spWpWAybHWOb6upHsiGllP7ihVK5bE2YVMEOS2ky49chrFxzrI1qvRXmyOUv6PsG8EfoKr6Ojo6Ojo6Ojo6Oj4xnxrqpQHedULCAB53LhzNYeIjIjiRbN59MJvTk156mYIxllXhJZHpbnpFQtxKgwex+4fX7OhVH43vPiPc53ZzjLUB/Gc3aHs1ain+eJ03RkWYoL4Fd/1QeZphPZHPYezkdOL7/CMlX7Ty19pBZlqdz+ZcF5h7GKiFr4z7UEq8ZHblKCcvQrDSXXipBxYjE6YNNgleOsJXsRKdklhZjM5thlxqCND+y9xyNcG2f5ennI2bLnMJZMS04LqLYs2RyL2WatngcJqEbyYvbDIzCASTh47eYS59asvZPMbthzPB5bpuxsPC/ZJcukBJc4v7jFhWnFbh69RkypZWfc4ImaWEx84BQGFbyd2H0cmJNysr40SGS/263k4agIgevjwqNUNFIXu3POzmYuLowTHQI6R9QOxO3PQSNitMHzfSn1dzy/0OBYzIFP3AAyEO36LikVNyd7b9JI2Lgw+eRwyaqrVV+QMppn4lIfA2eBZJTcYSh6gZPd10pGVVvFyntPTNqoJ05KcUONwisKY/BMlqqNU8RLYBBWR7xlAsmEYdVIumXVSMnoCQpaXbtcLk5/rWqWyJIb7zBlxQdfuwcQYypZZTsxwQlZxBzQK+1njwQ4zaZhZIdzA86+Q3eBY8yMNtdqLlSoSl0eRiFHbRWsYpTnKpPZql9G0QMkORKJ1n7COYYgxJsTmTKePaUa8DTjPM1WTWhsgVLt25j8Fc1VfZwL7a925MretCVp1Z9ITq/rZlO+Y0NllHJwblvVks0neonqOYe2ckFtAVAvbVIpbpf2TjGft9Rs/Et1R7xrlQdsXFYmhpotep2lSh+rleEi1tuoagsr2fD1faZkc3/q6/5vreCugyapkrdW7ChobBVvjB/jq+OeCmRtunFVJaeis4TiZJmWzbgUYQyh7W0yqt8ijmCDb/RGEa6fcUJSmr5Ia6+s1nMulnPYtGgQnGtMHpFUtI2mMyVlfHLVRJqdKnOgtYU4jJ7b52ecn91itOrQMkdGSQQ7V8uQCXlPtL6kqOKdK/bpWHUxQ25W7ZmJxGjV7MknMorYHDD6wOD9WpXPpXIZJDTb/BwFpDgogzml5nU+KeTutZrotpNbx+fhXRVQzcu8No90xT6yii99soZlYWWxa5a20Lg5TSyqhfubqyBPX/fjOLmFY3zA5bGYDMw5c+92ZFc5r0EYd+dgP/rDuOewXziYjfr52TlRE48elgDt/ne9DPnIrTMTmEch58zkchNPevXsBt9KsMeoxBTX33AF0dRueAQGCY1Ol03/UIMZcUWZGGOdOBS/Kc0jimpAtdiSQ5nA4rZhHIK4wGJaMJJwOc3cmMbCuRIEuVx5uZmcYax9IgaPVqolAIHDcMDrjV3HxGuPHtDCXxUOu4Wc49qgEM84rM1D1XvGQTlYo1+XEpJSm6QHB2TfJv6oC4tGdrE2Bk1MxBaQS/Z4CTgrcYfBM4YdV9NNM5kQGcELe2vkuzsELvYXHPaFMuq94LOSjUbQFePPP9KckEotsZ4us933c84srMY3KZWmz86or4fzc2RRQgapdrqDZ45LM1OQ4NgNgZhro+3A6eEl3pI4KSa8+GJoAJAWdCetH5taXFMti5VCv6ntA9zg2I9lfqgmFDFFSB6/K2NS48TiBs7tcc4JWeb1uLJZhbva8y+QU2rziKNQcWsfu+zKfNyauAyOi53j/jIjrv5wH8GfNUouKTEW32hsJ9kNQrI5wcmAd6HoTin6xkWXRpVeNMOSGxXSVnqNvOIcxCU3GjLRoT6zCzvmpSRVjvOOszDgGzep3gVb+pN73SJN05qswuh+LTANSjKr9LJNLfNUFYh7ymuepquS+r11mxmjHm7mkuw3+9Y7bz7P2DZZdS0xaot6XdvCVOSVrWdaasGJb/03Uxa8rDbpXgQnDql23+JwSushJ1oSBakmaIwiWOl1Iu6xPShrpBb8ANX9oIZdtU11S/oq1q7FvkIsMVpNa4x2uPbSKlS11oR3ziTNBKPzBm9GGm7dR1MYtXMZ04IG15oJF5MMmi4rky2pVRM8JThtPaBEGAfPnNc1EGzMwbIUww6pkhJhOoZV46gOSTNxuim6SeAkER9hsQ5b4j04z1znB81oSgT7rdj5gJON0ZbE0jbD5mEJjrBZY+SM9VVou0DwJaHT1riurg+Ntu5yaT/U1r2mobL5qGmvOp6Id1VAFeNmQWwL6ZoddCoMLlCTPsUlxq/ZQykTg4qQ7LPFiW6ttHjNzFFa9nh5eJ9XLx9wZk5wFxd7Dvsjtw5lQX22OyAijNYAMy0ZkcD5+V0APvSBr+HWrWvOLQi4/+AhL7/2GgenbYF1M0drtld1GZFojjJQ+iFIdhuafyHu12qSmmuFaz/IxfWncqgdRQNRs2Ipq2U9X5d4BTJpo5FAc5tkESlVs813Ssqt6pWlLCJS004qLkeicYzPcBy8by5g05xgEG6O1hg4Jq6OR26dHdrATkvk4uwWu6pHUIdTadXB/X4kzZHBAjcF5vlIbLN6Kj09vGWDvLDTgasby5DrzDwJZ9bsdBx3DD4g6ojWuyYLJsYv+3396D5hdOzPXrDPlB/DYw0sN327Op5PiHdtASxzJg/CZEYoMScIw6qJyUqeYzM5yOKLPsEXh1CA5RRLE8i0llLSRlcpeGISDlIrUNZk1ypaS1zYj/sWUOVkmV3LnIoFbMR1PoySmZZEsEypD2Mxjqnb8IAurTE3zuN07YeSEQaVlgmVEqvgLHEwJMcStel+MIF6NcHImkjOMQhNh6WunJumk9BM0oFYNVZuwGvimLdJG8difejmuIAENFbNFBAizm0eb4JdsKa7tnjxZWeYohDiZLud8T5A7XVXRCob161V52IHgbq06jREcI41uyulsp+WGvQUfWtqTVYdIbsShG2DNgK5JpdaP57mdAESqd2K9LHlbsfzhaxrD0mxKnLVt4wiLCmvznWuBE+DBdep6qtVW9NuFVd+27eGKZueTjhFXNGPgwUK4pGql05adNW175l4vKxOc6qmuWqOvbaUkPU+FCmVjboGyUhJwtRqatbCaLH3q4itMWyfRHASNoeQKu3GNlD+NV15LusY2axRFhvvVddVlKva1kGiRVeUN64Lkt1jgZNSQ9OspYl3q/Rp0TnW3popmoaq9blcePXBQ+5eZDSV/n3JQ8iOnRkQ5SVzfXNJbKU7JYnD2eNHObNHOPjazzIDrjkLDh6Cek7UYPrxSrf1EUdbcjy5WPSvG839+u5SHfcqzZtnqnNhxxPRNVQdHR0dHR0dHR0dHR3PiHdVhSqpayXXrIDo2gslF9LEOFtlx4F4bYzk4AYSJcNbsxCi5W9XaSSUTvaVJnK6WtAkhFCqGveO56SU2B8K8f9iP3Lv9j2cFIqfhAMaS28BAO8H3vvi+wjmNBWGA+IcuhuZrkqW9Ls/9xnm08yslZ7jChWgOvtoQty2o7eDrC3TUPNG1THHOUfIYkbfJculYi5dWMlXFVW3VqDsO2pWKosQJeNr/5TycquSOf38LKljLRcvuRAxnVElowjjuOPeean0uasjOGEyK/acS2+Wy5sjk9GrBu9ZsuNgNfwggh9C01Rd7C9wfu2XcTrdMCcIUjP/AzkpN6aZGsThdc3QqBRdymS0qDwp+/2e4EeEazslkcPudtMtXM+RIQuJosGTNHAxnjFVbjdbC+aO5xGh5Y8hSmLc7dGp3ENxKtWmZCWJEFzpMm/37M3lNZpS6evRaD2JjBB2JhbKxSEvmvgn5wyDbxUonC9Z1qod3BXNY9VRFE2PIEbh0GViWTKDtX4YdoFpjmjMjTU2DI4lQ45VjzQwHxdqvs05QQbwLd/pShWuVsHQotXc0Gun6UTIdQMO9anRUebTwjjv8M6x2Bj3YSjzjVETc54YhsBQ+3XJQkqpseX8ACnBsK/74JimtDIQ/EjKee2Xk9T0IlbJUfBOmuWwd8JpOuIk8ZH3fgCAF28F4hJfr0/dJvtjLI9rUyjJJePf5t7SS6fqFUQymldb7JLIX6kAdTspi9GWKmU708qDnrIDqdKbyp4J1dK+04qfZ5T7c+XGCStdPwThlBdUh/ZeEW+d1kBzMo1lapWScoO41dK/llnr9pxjdCO5tVEBSTSqWtFos9JWXfmNdOZkjFteVxV1SKnCsqmyWl+q6jRY+tJt+lC1CpVppDDNVatIKWhqLsKqirhV/1Q1XZUiOM8LospoOqnyJgVZVq1pdgx+aGuVnBJxo4dc11jr4M8ZvPm5O1VmQFarQpIoy8mYB3NmXhLY2i4JXE9HAo7dUMbomB0xxdYSJ+bI1XJksfN0COv6CIrb8ZVGxNgJ47gjDL7NJxoLx6/eD3uv5RzVa2l6O8fGRRQtXgGt0RTb26PQOTdMUwm9Av5GkK3YsKOjo6Ojo6Ojo6Ojo+Oto1P+Ojo6Ojo6Ojo6Ojo6nhE9oOro6Ojo6Ojo6Ojo6HhG9ICqo6Ojo6Ojo6Ojo6PjGdEDqo6Ojo6Ojo6Ojo6OjmdED6g6Ojo6Ojo6Ojo6OjqeET2g6ujo6Ojo6Ojo6OjoeEb0gKqjo6Ojo6Ojo6Ojo+MZ0QOqjo6Ojo6Ojo6Ojo6OZ0QPqDo6Ojo6Ojo6Ojo6Op4RPaDq6Ojo6Ojo6Ojo6Oh4RvSAqqOjo6Ojo6Ojo6Oj4xnRA6qOjo6Ojo6Ojo6Ojo5nRA+oOjo6Ojo6Ojo6Ojo6nhE9oOro6Ojo6Ojo6Ojo6HhG9ICqo6Ojo6Ojo6Ojo6PjGdEDqo6Ojo6Ojo6Ojo6OjmdED6g6Ojo6Ojo6Ojo6OjqeET2g6ujo6Ojo6Ojo6OjoeEb0gKqjo6Ojo6Ojo6Ojo+MZ0QOqjo6Ojo6Ojo6Ojo6OZ0QPqDo6Ojo6Ojo6Ojo6Op4RPaDq6Ojo6Ojo6Ojo6Oh4RvSAqqOjo6Ojo6Ojo6Oj4xnRA6qOjo6Ojo6Ojo6Ojo5nRA+oOjo6Ojo6Ojo6Ojo6nhE9oOro6Ojo6Ojo6Ojo6HhG9ICqo6Ojo6Ojo6Ojo6PjGdEDqo6Ojo6Ojo6Ojo6OjmdED6jeBojIt4vIL/x+fsdHReSTb9c+vZ0QkW8Tkd/6Tu/H0/B2nP+OjsfRx/U7iy/ncS0iKiJf807vx5cj3u3j/u3CF/IYv8Df/R0i8s1fiO9+wrb+kIj8pi/Gtr7UICIfF5FvfKf344uJ8E7vwLsBqvqT3+7vFJGPA9+sqn/57f7udxu+EOe/o6OP63cWfVx/4SAiHwX+uKp+1Tu9L19q6OP+yRARBX6Qqv6Td3pfnheo6i9/p/fh3QoR+Qjwz4BBVeM7uzcFvUL1/YAUfEmeQxH5kg+Wv7/7+MU+/8/DOe34/qOP6+8fvtzG9fNwTd5uvBuPuY/7L71tP88QEf9F3Fafw76P+EIc85fk5PHFgIj8ehH5pyJyKSL/QER+pj3vReR3isgrIvLPRORXGP0i2OvfISK/TUT+OnAD/MDHS8gi8ktF5Ds33/2j7fnX0TieRrkRkT8GfAj48yJyJSK/7kkl8G1JVUS+RUT+BxH54yLyCPiYiLjNcb4qIn9KRF7YfP7vi8jP3Tz+8SLyN0TkgYh8QkQ+9pRz99NE5O/Z+/6GiPzINzuv9trHROSvi8jvFpFXgW8RkQ/Z93zosff8fhF5KCL/UES+YfMdb3j+H9vGAxH5LhH5cfb8J0TkZdnQOUTkp4rI/ykij+z1b9m89hG7Zr9ERL4H+F9E5C+IyK987Hz8/e1xdrxz6OO6j2t7/9s6rkXkfxSRX795TUXk3xORfwz8Y3vux4nI37Xj+7si8uM27/9Fm3vnu0Tklz22rV8rIp8WkU+JyC9+7LWfKyJ/3/7+AXb8zh7/YRF5efPePyYiv/qNtiki58C3Ax+w+/BKRD7wRvfVk87Zk+6hdwpPuz/ly3Tcb67Xv2v31KdF5D/cvPfHisjftHvp01LG5bh5/XX3t4j8VXvp/7Jj+NmP7fuvFZE//dhzv09Efu+bXLcXROS/sX28LyJ/9inv+2F2XR6IyP8rIv/m5rXHr9fHROSvbR7/JCnzzUMR+f2A2POjiLwmIl+7ee97ReRGRN5jjx+IyI+3vz8qIp8Ukd9g99PHReTnbT77bSLyB0XkL4rINfCvbe+Jzed/nZT56tMi8jNE5KeIyP9n+/Ibvh/X6A+IyO987Lz9ORH5Nfb3t4rIt25e+7iI/EdS5pZrEQlvcp6fOqfa698kIt9t9+ZvfOy1Hy8iD+zvvYgcReQle/wbRSSKyG17/FtE5Pe8hW3We/KB3ZP/sn3mF0sZr/dF5C+JyIefds54u6GqX5b/gH8H+AAlqPzZwDXwFcAvB/4B8FXAPeAvAwoE+9x3AN8D/HMUyuRgz33z5nu/F/gXKQP3a4AP22sKfM1mH74N+K3290eBT25e+zjwjZvHr3v98fcA3wIswM+wYzoAvwr4W3YsO+C/BP7kU87Hh4FL4OfYMb0I/AtP2M8fBbwMfB3ggV9o+7F7o/Nqr30MiMCvtHN3eMJ+1Pf8GtuPnw08BF54i+e/fv4X2f79Vnv/H7Bz8K/bcV5szuvX2v7+SOCzwM+w1z5i1+yPAud2Tn8W8Lc3+/vPA68C4zt9T/d/fVw/4Xz0cf0FGNf2+f8ZeME+/wJwH/gm2/+fY49ftPf/VOCrKffO11MW7z/aXvs3bP9+hO3Pn+Cxe+qxbX8P8GPs738EfBfwwzav/ai3sM2P8vn33VPvqyeds3d6rPdx/4bjvl6vP2nX62uBz22+/8cA/5Id80eA7wR+9dPu76ccbzsGO9fXwF17HCjzyY95k+v2F4D/3q7NAHz9E757AP4J8BuAEfiJlLH+QzbX8Jsfm2v+mv39kr3337bv+TWUeaRe328F/vPHxsCff8q+ftQ++7vs/H+9HXPdj2+jzGn/il2z/RPuiQj8ZtuXX2rX5E8Atyj34BH4Ac9yjYAfC3wKcJtjvwHe95Tj+Tjw94AP2uff7Dx/lKfPqT8cuAJ+gp2b32XH+o1P2fZfBf4t+/t/Av4p8JM3r/3Mt7DNj7AZy/bcT7dj+GF23v4T4G+80X39ts5D7/RE+KXyz26sn07JvP2yzfPfyOdPwP/pY5/9DtYB+peAX/WUbXyhJ+C/+tjr3wl8w+bxV1Am6fCEffuPgT/zlP3e7ucfBH7LY6//I2wifNp5tb8/BnzPm1yHj1EmBdk893eAb3qL5/9jwD/evPa1dt7ft3nuVWxR+YTt/x7gd9vfdcD+wM3re8pC6QfZ4/8C+NZ3+v7t/556P/Vx3cf12z6u7fM/cfP4m4C/89h7/ibwsad8/s/W+wn4r4HfvnntBz9+Tz322T8G/PvA++0a/Q5K4PADgAfYgupNtvmk++6p99WTztmX8j/6uK/X64dunvsdwH/1lGP51Wzmicfv76cc7+PH+O3AL7W/fxrwD97kGn0FkIF7T3itfTfwrwKf2d7XlEDxWx6/Xvb4Y6wB1S8A/tbmNQE+ubm+X0cJqMUe/+/Az3rK/n6UEiScb577U8Bv2lz/P/rYZx6/J46At8e37Jx+3eb9/wcWMDzjNfpO4CfZ378C+ItvcP4/DvzizeM3PM9P+Px2Tv3NwH+3ee0cmHl6QPVbgN9HmVs+QwlkfztlHj5iiag32eZH+PyA6tuBX7J57ChB5Yefds7ezn9fzpS/XyArveUBJTv4EiXL9YnNWz/xhI8/6bmKD1Ki7XcCj+/Xh4E/sznG7wQS8L4nfPat7veHgf+gfqd97wcp5+2NzuvT9vFJ+F61u9/w3fX73+J3fHbz9xFAVR9/7sL29+tE5H8Vkc+JyEPKwmS7v6/bnqqeKBm1ny+FdvNzKAucji8B9HH9eejj+gs3rrf7+wE7ni2+G/hK25+fLCJ/y2g9D4Cfstmfx+/Nx7/ncfwVyuLsJ1Cyud9ByZZ/PfC/qWp+C9t8Et7KffVWrgdSgIwAACAASURBVPMXHX3cv6XvaONNRH6wFBrrZ6RQCv8z3mB8vEX8EeDn298/nzcfPx8EXlPV+2/yvg8An6j3taGNrbfy2frA5p/t479NWXB/VER+KKUC+efe4Pvuq+r1Y/vxfZnDXlXVZH8f7f+fNoc9yzX6vl6Dx+ewp57nN5lTHz/P15QE19NQ57AfDfzflKrR11Mqcv9EVV99C9t8Ej4M/N7NGHmNEkRv75Uv2Bz2ZRlQGafyD1Mi+BdV9S7w/1BO/KcpJfWKDz7hK/QJz1V8gkKzeBJugLPN4/e/wfc8vo3r7WelCB7f8yaf+QSljHp382+vqt/7fdzvx9/32x77zjNV/ZNvcl6fto9PwleKyPYzH6Jkt78v3/FW8ScoE+gHVfUO8Id4/f4+aXt/BPh5wDcAN6r6N9/G/el4RvRx3cf1Bl+Mcb39/KcoP+ZbfAj4XhHZAX+aUvV6n52/v7jZn0/z+vvxQ2+y3b9CySZ/1P7+axSa0dfbY97CNp90rt/KffV2XqO3BX3cP3HcVzx+X9Xx9geBf0ipyN6m0LzebHy8Gf4s8CNF5EdQKlT/7Zu8/xPACyJy903e9yn+f/bePVTfbbvv+owx5/O871q/395n73PJxeQ0wbZKG1BBUBErEbxVUqpRC4a0RhStKTZFQy8Qa1spKlqkIDXSIK2k2iaR/qFWDCgEbdAqbbxUg1YrraY95lz2/l3Wep9nzjmGf4w55/PuffYlOc25/PZ5ByT7rPV71/tc55jj8v1+B3xa3ikY8ssIKCa8617yzufwjrXV/c+734GRhPxG4Cd6ceX97E0JDuL1eXy5fNiX8ox+FPj1IvI3E7C39+Skvc/ff9h9/iCf+u77fE/Ay9/Pfhr4G4F/BPgpd/9f+7H+IboP+wUc8/182D/3rjVy5+4//T7X/EtqX5cJFdGOdAK/ioj8U0RFC6KF+wMi8i19of+OX+R3/wjwgyLyt0rYr7gixf0M8D0SRNl/kNgA388+A/z1Vz//78C5k/QWAht6+pBz+WHg94/ji8inROTXj3+UICV+X//xjwF/r4j8Bgly4idE5G95j+/8w8Bv7pUDEZEn/Zxe44Pv63uaHOTZb7/69TcAv1VEFhH5xwnH8Kc+5Fq/VHuNqJJdRORvA77nw/6gB1oG/AFu3amvJbuta27rutsv6bqWIGr/ng/48z8F/A0SAhJZgrT/q4H/lOAjnIj7V0Xk1xKcr2E/RogO/OoeiPwr7zr290nIbo/z/D+ISvb3EsHIM+K9+kc5gpEPO+ZngE+IyMeufveB79XXsN3WPV+07of9yyJyLyLfQfAP/0T//WvAM+CFRGfmn/+QY7/XNbzDeiLyE0QQ/Gfc/S990Je5+18hIFp/SETe7H7h736Pj44u0m/vn/lO4NcBf7z/+88A392v81cA//TV3/5nwHeIyHdLCJH8Vr448f1RIrD/XoIjOK37sO981+d/r4Sgxa8hEscf/6Dr/GuwX/Qzcvf/B/jvCf/1H7v76IIN0Yw/8gF//mH3+YN86k8A3yUhPrECv4+r/EJCkGMmMu7+QMAbfwuHz/ppogN1nVB90DF/nvDX1+/kDwO/q7/viMjH+l7zFbGvy4SqZ8N/gMC4f4bA4//p/s9/mCDJ/U/AnyM2ykq01n8h3/3jwO8nnMpzokIwlHh+gHhB3yIqoR9UPfjXgB+SaF3+oLu/DXw/4eD/X6Iq82GD7/4gkd3/pIg8JwitfzuEwg1RQfhv+3n/JaI68C8RbdKfIYjZ776+/4EgU/47BOfgLxCY5Q+7r+9nnybaytdVtv8O+JXAZ4l7+Y+NFvCXwb4f+H39/vxuYgP+hdh/QFzfj36Zzutmv0i7revbur6yX+p1/Wk+4Jr7dXwXcZ8/B/x24Lvc/bPu/pwI5H6MuLffwxWsyN3/c4Ib8F8R9/3dCnrvdeyfIuBDf/nqZwH+bP/ODzvmzxL8iP+rv4t/HR/wXn0t223df/G6v7KfIt6p/xL4t9z9J/vvf5B4J54T9+hP8OH2e4A/2q/hN7zPZ/4ocf9/oYXG30jwwH6WELH4be/+gLvvxH3+tYTv+EPAb+rvMMC/TfB1PtOP/8eu/vazhLDIv06sy1/Ju9ZSX0N/lkjK/+vxexH5NHF//uerj/9VYj39XD/Ob746j19q+1KeEbz/M/gwH/Zh9/l9faq7/3kiOfoPiW7VF3jn+/xpImG6tp8ihDD+zNXPr3Go933YMR+Itfmn+zv5d7j7nwT+DeCPS8Ak/5d+PV8RG0S8m72P9creD7v7u+Ecr7RJSIH+Fnf/J77K5/FDwM+7+7/Xf/4+gjD6d301z+vDTER+E/DPfq2f583e227r+st+Hh+ZdS0i3wr8mLv/ne//l1/Wc/pJQhjhf/tqHP+jZF8v616+SkNPJcYk/CzwTb1z+kqYiPz7wM+5+w9d/e57ge9w99/Vf/5OXoFh2L3L96OEEIP3363A/wj8Te5evgrn9CPAj7v7f/GVPvZX0r7uhnl9mInIHfD3EFWtbyTgF3/yq3pSXwZz9/+GwN5/tc/ji+Z2fK1bh+V8P1HBudkrYLd1/RU/j4/Muu4wmq9KMtWP//d/+Kdu9l52W/dfOZPg3vyLhNrbq5RMfTvw3cToiGnu/sqhTzp89AeAHxnJFMzu06/6ap2Xu/8zH/6pV9++LiF/H2IC/F6iZfnnCCWd3/1VPaObfc2YiPwDBHb3M0R7+2avht3W9c3e127r+iNrt3X/FTAJoYZnwN/HF3MAX7zP//2ar8rJvvPc/lUCFvZvuvtf/Gqfz1+LicivIuCn30xAiG/2FbYb5O9mN7vZzW52s5vd7GY3u9nNvkS7dahudrOb3exmN7vZzW52s5vd7Eu0jxSH6nf+ju911cgRXZQshpLiH83YSsFb8DNPy8r9aUX7WBRzo1b6xOOYayaAeyNpfGZdTsDCs4cYU7BdLuQsnNd+G8Vp5ljrc9HUyesKvQuoCHd3Z/YS57CXwqJKTnHOBjQHcUG6VH7zRsNp/TsMZxFhTHMp1ijWwLSfgpBV0LTEOSdFRfB+TiLKaV3IfdSAasZ1xzptVRASinljt+AuvnzY2FrlsseH3OH188rdee33VhE17pY45nJauVsy3lUyt4fG84edzz+8AOD54yOPtR33WYVFM2bxs+OgguoxcsH7cev8DGQXxkgCESGp0P8Zk0aWY+CAi+ACaWg7JeGcTrR+XxoNcNZ+Deu6kDBq/7zFl2Jm89nghmG0PqfPGpgJMs6pn5do6vca/uC/++PvniNxs1fIvvef/Iddl1jvT88Lp2XlzadnABaUt15c+Lm34z1/bAU1R+1Ye9/88af88m/+JG+cQiH55bNH/sJnPsdbJT5TklJrY99i7ZV9i3dO4h1alkxOhnisvcdyQSXhFu/kXhun08IUMRPF3LC+wLOubG18JnxAKxuOT1/YmrGcV9Y1jmmlshVj0bjufE40DK/az7HgW8W6Tzktyt1dnu99qRu1xbnFKSW0Qcvx3QCPl43TsnJ3jntpIrx5SqCxHl9sGyeU1F3tpe24QCtx3Q9bY1WQJPM+rJpIua/F9Y6zwuNDqAhvxUFAYmVzWlZcDJTpQ9yclBL9K3F1EglNcczkCy0JRr+3KKesaPcPtbW4B3tcd7k0Huu87Yg7xRpb3fs5LLh698B9TxBHHLzFZyqCO4zRoEtaWBbH++edxo//R//Jzce8ovbbfue/MLZqihutQrN3oojGOs2LkBJo32eTxn4DSn9d2Fu807mvxSpGRkZUhJmTVGgSL1ROiVKN0tequbJk4dzX/kO7sO9gHufggLqT+yK5X+Lt32vlk0/7aCiBrRilxzCbVbxdVfNXxYpx2cPn7cVpgPTrPvfr0x5npSy4gbceEzUoBtbXsjksSZF8fCYiBRmhGC6O0yLgAgRFlbnfR2zi8/PLumAmrOu4bqU1m7FeTnBKMs8hqaBkfImf15RpLly2inT/sYqQU6b1c2hWwnMM121Q5erZq6DKO55dNafVfg0muMqMV5NCVp1Tm/ZqIEaSROrP07LRLo4u/TgieJHpqx+3Eu9QP0cV4yf+yI/e/Mv72K1DdbOb3exmN7vZzW52s5vd7GZfon2kOlTeDLNeQRDHl8ao9ngFzEg9v19VSaroSMw5uhj0arDVhrlitVc9rVKs8HDp1cJSMBKpd5gkw6VUao2DLllBGt7Lieuysm2FrfSKZW293BDHE3Vww68qKc2hesP8qCCoJpbRYUoKorReFXVzzJ1koxosNJc5dOOcFnCPLhAgUrDG7ORJMmqtPG6Fl/06Hx43TueFuzWq6nE9Mrs7SaKzk3vlPmvCXSijar5tvHh44PnDQ9w3G/WiXnXvrSTvlZXqgMMyqkUiREvOZvWl9qKJXFWlDJ33TXFMEvQKj6ijDtI7mCpKc7u6D1GZNhsVK39nFQzr3cuoLI/7EMft75wCxtWzguRRb477xM1ecfvWN58gOd7zNWfO68rTu+iqSHM++/YLLqO6a/GuyGxxZMyE0o7K593pzOv39zx//hyA3QoqGWe85w4inPp35KxYc9RjbS4p4+pcLr2CaCBZkNLXswhNjq6peWFNGXWdHWIXRXBS93vppNHd7X7MzLlbFvYWFeTLZmTNiEZnRgVkVbTfFxFnrzuS+/clwa7WnjVhu2ykJbPm+F2+O6GiqMQx1Z3afPrzUguuyto78d6iojw6b6INA7RvaS5KcUV698dawmhswy+m7qf692uvRpsx75WaYa0gy/AhGVE5EAi5IsiBcsBoMvvXqCdaKSz9vq73J+5M5v5grfFYnNqvaUkLpRZqM9ZejRffUZQ2ap+lcVrOlDSUj429tPCRMJ/pzV5Ncze8d3+sxX4+HqmrIy5zz3IDRHpXKtZdLDGnDQiLxjoZHWxVAfUZD5gAzXjsB3niUPejo717QkTY+9dZM6TFGgaI/zijNh89FgFPvNx7myw5zRNC/KxN2crR5coV1iWR+jHVGoiyDOSOO0mcOvbqiNbmNZVoJkUsRHR28IjfdCJWJGIBObo3xjLRQ+IVK8bS191C5kVtuNn8vPbjxr1unJS57tAeO47nSMQQ6+hW14bmFPHKeL4umBx7gWhC7OjkNXfU+/2kn7r3Z9Z/oSpI7sfYoVan5N41U0HFkdHtNsN612vJ8QacVLlfYggaQKkOVkbYRFahGdSeKdwkFz7YPlIJlXG0iV0d84yMDdSNTELzCDQCCpPGy10be4lNeSQGLkKjUgcezhLuCe1ZmCSntkbtzmXJORKDfj5JE2vK8yVcU2JvbULbVALaNgJy7YmEeQTvEC/wdRvRHZoraThREll0Bje7t/hQ//tL23FnJiKZkVD17zMDT2hP+gRjr5XHy0bpv3v62h2vPTlPuGStRm02gz4Ip27TWSmO0DrU5WXZebCdMSjbmxOf6J93CYc5rslHcjNwiCk2DtqEMqoYJjYDiOTaIXjd0Tsk9wm/SR4JVd9xEFeq1RkMqSh+dU4+nPJ0bobTUI/3BqBZwy3NDQ0NyOj4GxdICGk8X27e6FW3b/uGT+Idd6Y4uEwY6vNt4/l+QWqHgBlUnDpgIKZc9srloVDvIwnLyTkty8SZ1dJANaAadKhJqQFRA3bfwcOXQGx4orAuPfFQoRWZKzOLsIhT+1pOniniqDQW71DUlCitsteRIGXMwPv6qwJPFFrfyffSqAh57B5mnNaF0xpr8+Gy8bg9Qi/AvHY6UVolDdgIgmtjXU647fPe6JLmvTr5wl6dNnZ2l/Cd/cISwsNeQfo5O+hyQjtM2d1oGKanfo6NR6/ogC0uPb7qUCg5J5I7l61Q9p5obpWUF/ZeAEsLpPMEkcffX/sMFcTCt8QvDFhYctyXO02U5tReDMuLk+TCsy3uwcUrWcBo4ceBU1IwxQasawHJhtR+FlJoVSGPws+tavMqm0nA+iGSoGZXe7V7jy+OPUomzI8eOGuHzPcYwwIeOpIy0SiAjr3IRXioRg+TeKwlChmjBoRTq8x4xGrQCkYy0/CIg/o5Xczm3n7Zj+I2esACa2tgzH3R3Xl2KeFoADPFlBlPKI654JOWEH5h3KeUoqzaBlZXDO+JZtPjXmJXyWhSNLWrwrViV8mpCrEWu09LGlDePOGWC2o24XoFAbHj71FchL2v9TUnSov1OZgMIxc9khfl0e2AJXqg/1Ia3xmF4/l5AVflyJ0bYj4LvhH/pElRiHg2vqOHi6wnjWRxG0VAi7imx7SiwmlNkxLi40W52XvaRyqhcm94GW+KUi9pJhJiQi2V0rkKdRHe0BPSeQLqCWlGa41lcJ7Uo+vVg5s1JZBM6ou0ZEVE5wJREnlpI2YnZ5CU5ga77cZDOzpWWQH3mfQ1dYyoCB+VESFJnjjq6k5rla0fVFM4VO3nnMVwSdT+7958VoIgeFunJaNpOK/oDrWO68WE5v3cevBxf85Ya7QyHFZwjLR73SRCkqskrwcW4z6E0++dp/5z8sN5uYVjHkGDSPDABnTce/XY0XmdqX/ORvDSnePgHqiEU9aZjhquaXbiijfEbTptNzBPR3DUrN/rUcV3pHcwbVaYFONwYF7DSeZxHS4sSSfGnVv1+NW3nOc76O2CufL8IQLiv/rsOa3aDBxaSiQR6hacS/fGY2082x/4VHkCwCmtPDntfKJzhy71JRdvaE+YaJBzmlyhthfOSRk8rtH2PC2jyx1VShmtdxWsHZtgabGhVq+TN2EanEzta6k8NkyMcw8mzikSw/Gd6kJpG/SELGentJ1cR6Rg8apb/PtenXIptNEBW5z7uxN3d8ssfb58vNDMWfs5PH16RlT5QuddQkOaUCfvEtre5vp/7T6jknnoSWFrzimnWXBp1lAXTqd+n7JTtzK5pAuKt4qYsYzntyZEE2lU95OGX5kkK0ev+CjIgtOmH3QVFpW5yVoz1OCud+VOp4RlWF5E535tTj4l8qLs/fGdlhPPXj5gvadwOvfz77549x2TzF1+ws1effOWGHiSFKnE5NHMXsWRYUURTw5eMaaYQZvJR+9s9Hd6leiat7kuwEZLByi7Q/KDR9iLs7PvmiK5HyFF8mMfjO+L5MlQOuWa5I3zIiwpeJ+SGw9XyYkk4fHxqsOjkbDJ0n90jQJu34u3Amk9ONZuElwwuQo4zHHemZyAz+QDb9T9KgESRdAZ4zwmgVW417U/i4ZoIAIAVJUkHPelAar48Lsehe7RcW/NaCX4kCNeTNIRBONZeOV4+sfzu/7B6R04oLpGIjviKoesRzIMQjPpnbVIwESdakxkFiJIkllQRw2viZQPVE2txmm8YzeS0Afa7fbc7GY3u9nNbnazm93sZje72ZdoH60OFUx8Ks2RK5W20iplqwfmtSmnlHAZmXgiZ8OS94oNrJrIy/1Ur0pi7HujF0HJkjinHGUaYLfokpyXqGqc15W91UNJzqG1gHVAh5mJTP6TYtHx0sSsTWhUh9vgCrXeKRncHouPSq82J1GaKm1wEVSgGdbbQ3VJnOSK79CMWg3p1eUXW2FrJVrjvRJy2Qpla+y90v3G63fcredZKllJuPiEKalE1Wy0h1WURRdyhyGYtoANTKUgm90ojiufnAuQULrinZ8RDuiCqGBVZhMo5+icjQ7VUBwcLXpzQzG8RcXXPSrwA66314KZz+6i6uBs2OxISYdjjr6TzKrbqHpFh3RU9v0dV3CzV9GePXvA63ivGy+3ylsvQznuc48XWlOklyBPq1LMsA4zNnMubjzbC29fovNy97GP8cbTpxOu8pntOftDZc0BVWstOBUdNYazBEeqC2yqCK34hIVgii7tysfAVhpbd1ql7JzWleW8TKhia9FVGVzQUgpL1gnpW1JA47rwILsV9v0ROpxuySulQM6dI5GVfLpDut9szRBzLnt06s5y5s2nZ+7vTwFxBC57Ya+VdIoLO50z5s6THJ27XSrbacfr6BaFSlZpHZ6tmSxC6qqAmYaKTAVVTdIxNP2ad6eWhqe4L2nNlNpomicMvHrB3Tj3rtaiCd4D8TK81ILRaCwS53SXM26FOlrzmsmS5rMUNyjOa6dQQ3NvZISLlAm3fNgeCexDRyD4Qm3CRjyMZCfO6zpRDjeSw6ttzQ/aQkrRvRmcO7eAzWU/0CneOhcIEDU0QbuC+GnyQxaOvgeZU0eHs8JuV2p2GsiSYz92VA4lQesdlcm/dCe7TjhwNUHQ4HNNmKGgmjEd/HVhV0ftiGHOKXPpcF1Jsf4HP1oI6OLgZDtOtjQ7wRtOzjL9boQuo0vefzV5aP2ciHMaF2ot6A6TIiCKyjI7OcHBgq13chZTRCEvHb20KBcr0+e5Ka7C3u9LaxX36FiPTpslI4uEH2Dw57Q/TWjar34idTpftT/PNJhaU+3Q3xUjSfC0xvdJvDMqB4f+UhtnSYzmHjVUH8dekPBQZOyxWLu5lw+0j1RCJZquem7O1tpcZC6CJ0U6ELeY83I7NGxPebyeHGRsnYhkALZaeFFsvqDnnGinkNsGqJuRUNYh3qCKt322eKu3wKumg9SuzkEkdpkEwoGTbs0i8BlB/IDnD0xzF0oY8VTOQpY029+h2nvIXvrSMf+z5Qu6KI8dQ/tYdqxVTjmx9YDrYb9AEe463OSUM1mZfATVhGo4Y/odLe3AONfWaG7kPJxu4L3HZZeO2Z6iDf30fHiOLqIxoIHj+caT6YEGa2wE0/E7kWMOyJ4hcrC+VCOJHvC9ZoY22PpJKYaLzWeXReNeW2C847QCMjCTui6ecfCyBNSnE9dr1urNXkn7y597htVRvHAe9jolZosLSz4gYbW2noB3aCyAK4/Fefsxko+P3zt3C7z+9A6AT6aVt8pzBlBMaiRUaw/qayrsKrw24HMpCOIjOaoeyZi3DQBdEnenNfhGdGJyDe7flNO9OOflgNCsKZFyQkdwQPijsbZqq5QiaJ9B4EVIIsgQBFKQJU3pd0XQlFh0iNgEFl/EWfLgcQmrJ1KHOl72nWVZqWn4xsYTOfHSHvuTiHEQ1v153Q1dM2vPVlrbac0ZyMhTztg1/Fmctjf2x0jyzHeWlFjXROvfuSzCQ9kxBg/LMa1oP0YUvw5BCDPjfllZe0K1utPSSp1FnC56MwIqlPOa+Ib+/Q80HraCNuVJ3yP2i1HMBrqSLAtb2+cxRRTLjvfE1G8RzyttVmPvBTifEjtQHo6C6+mcGQrXpTaMNINd0wj6NTMxXa1YFDR0FHUFb0MYKuBczWQKr6yL0EpwMyFg9kll4vettKBNjHhEInCXOa/EEIGc81Vwr1Fk6fxnwTl5nbjERzPcG+ugMUgItuhIBKtQ7aAACEYzPSDI2sUT/PAVOtKxK7S9CzOBEhEk6YRLIg1xZty0pETOShtw6YHs6/7jrHTp9R5X9bx1FE/2dmHXhHQukqpEMiyJto/n6bwjonG9kveI+KHK8bN3Xtf4fDOf5x0/dx2ByalyFvEJEdx6uCR+8LgOHOGAczMq4v2fjaRGWqPQNfaZm723faQSqmbtwJOaI3pU9mgNb5WtL6g7jdRlzBDaK13IwuljRdjdyYmj8sHCIjYThyUptRzBTEM4n9MMTMoeajUjSBB3zllnEJEks9U6+VEKuFS4IiZa612p7jySKt7akeZZLOpR/TFgEZmKXSYWfKTJbwpE7RBWUHU0KUvpQV8GRLGUZ/JpIpzXhTc/FpXUNaVIUJiZAktKB9HVndZ83uvHWtlqnYRzRN+pVuTxHXMNjybP6B5RewIpMylR6Cp+o7pTERXyULTxIG7JFS/rWqXHNQKykdVFYlsnOdekkz1HEEmfP+WHkuDsj41H0U9+6eeQxVH1A6d9S6heeXv28Diru66BoF/62rvrG3TpnZxaIOWV3rAOJanWuDx3nve/efv+wvl832fcwTe++TH+yrMH3i7Bq9lqVEFHEcabQmVWrZME7biU4ccMBV4/vxbHTI3SCne983NhI6cQvRgbcSLWSbExT83JSed8kyYGapzGDCiNYsn0pWasa5qFA3ewVpFRmHJIKXHus7dMlIe94JedRUZ1XWilsk2Fs4qknTo5kwlfoMpoESnNWsxWoQcTLrzWiz4vdofsszPvGgWVwdu4bIZ6u1Imzbg0cs5YLy7VrXGfztwNIRsztq3xpBfMzKIKPzhz52XhY8v9EXzVHdDZqa+1Bs+337c1G6/frWyd/5Y7v3ZtK+kUx3wpF1689cAIq5oYp1WQOpRlgxdyqLrdEqpX2txInWukAlQ6YiX2/lPKLKMRY8Kl1ClIEoQqSOqkISBDJOTahhhT6x2RHg8Aa/I5301yYl0PQSkvgFzFOGahutePKJregbxwnILPIkqclvdOSZmfUjl+qtbnTl3t/yrMDtTuULAoDAMngVKN1AMxUaW2dhSZeyblroe4F11yatw7d1pts/MmGkqohwpwCGWlZfC0Yp0lGWtXY3KlHfFHu4ppBMHKRpLzvE+aogibepEohDWE0UJUTxQPPNJ4nlmkKynGPVE/uofNLGozI2Zxwa452xKCRaOgsxlTbOtJd+bnU8Kbz0Sw9RApzywurmY+41sI84F241Dd7GY3u9nNbnazm93sZje72ZdoH6kOlWw2uz3nNbEsiX3rWPQSqm1DundZEltrXF522V6UlHJUJQZnSnvVtpdSXJ1lVXJXfjGvNGtTklgEUkvsvSLpneBUB5hYNebKDMU+Nl7WOn9ecg5IiIDIqO5Ga/qQHOeqzwKmGtO5RwWpEFNLenHImqNkJA/lINjqwbFYFkXN6CgVzoNL4HUq1Lx5PnE6L5OPUD1Gk3e6AidfQ8p0YqIb5pW9z6HY9kIpbbbkU8601iY3zSU6WlMmVaJFPngBmgRLvcPUKymmjkieXS23gNvNLpc20pXE+VADmyo/Bk3qVPXLKK5XqkChqTy5LXszlMA769GTBz9mhinB4bLOqUtJ4plOWOFNcvRVt2aJrXWfcTrBLpMjfqB6pwAAIABJREFUdYfw1r7PDpU3yHK1Ft2jC95k8gWev7zwyfszusZ79sZrH+NTr73N2z//NgBCYiXPeXpt76Maeglx1YCltA6fkeZoa0iO719SQsqC9O/PfiKpoEvwJwHOi4J7VLuJtdSoyIC2YqG0NTusC6qXyU+oZmRkQmHNvY9G6DDF1ni0kCCH8A8iymUzNgtoYtl2qldk6/fOYzaWLqMzU7ELnDpvKyE80lgH1j9H13uvcd2l7SiJ2jv17WLkrJzP4ejsUhB3lnWQ06xDmI96uybldHel5CUae0I/BhJQx/H5hZhrOJQIq0FxY9u7lLtZx0P3G5cUknAeyqTeKOuJvTUubcDIK95scsNMhPOSZtfLk7Johu7f2w3y92qbhRowxGuyX0HnVQJyJ6N9IMo7iEJkaC0g9EPmWoIvlQdxD0PVZicm50Bq6GzdgFedPJ+dFlD7Y2MkX3FuJAWKZgD8NN+BtJhtd6UPXpujY/xAMhoesRChIlqOECbiG5Epxa7qnEVIfaxVc6W5sI19Njtarjo3hPx8soOeIdLH0YylJxLQ43mKjohODhRimOgB30/RvRpoE/P4/OgIuwj10WanWGTtKJge86j07zauQHyhXjxQNgm8HXSNJhXH0Tbgl4IsB0on0fl1Q+F5idh1KA0mgqc+YqBkgaqRpGge3+Fs7Wr2lQWSapyTWcjmDzEC4+ZfPsg+WgmVO0nHBptxdGKF9+KYHXC9y7ZTLOBkEKTCs6wkXYLICYgkrO14D5hyyn0A5AGXE3esb5i1NSxVUo6EK2aKyPQU7kZtTpHZo2Vr7Wif9/8nxxbeuVQyyVNVAtY4J82MBZ6OhKFZndLsZsI5rRPaQgqxjjHAttaEJp1kQxGhIagf87jUnGQ28cR7KTRrnDpMKZBzdoVXNvbaeHEJfsLDtrMVm+1iyQ4ilJHsSDjlySlViYSnP5tzXhES3myKS5g7ZtcDNmKqxfVcqXgnjnsbM6L6MbwBxxBFTULSfIU/jqdQOhTSaxDOEZ+BpqJdGjXNY6j6dFaSEiY64RJz4O/NXlnTdMxfSwiyMPkJWw0+0uASnRYhZQ5O1d5YzsHzvPTg4vl24a3Hl3xCXgdibXzqzXs++zy4Qm9dgpMw3rkqBtnm/KQqxIY4IYABNZX+3laFXQqd7hQw6CQsV4I8+6UiduXXcpoFHAAs3ukx42g5J+7tjkufn/RYSmzmPTkRh8WEva+DkydelsbWN/pVBTMoW51cDekM+7G+JQV5u43ZWKooBxF9p5E1sawDZyh4q/jgxJ4ypTpbP8e8ZNYlsXaljfu7UwzhHT7IjOSZVvZjuHcStrKz9gJaXhN7KWhP+pZlRZc0g9PW4IF9ihpli+HJm/RzSBr7RTrEdt7eK09m0micUsIwHp4/i3tbK6e7dHA93KiuTIwWva4zpN5vmJxX2jwJL/aA+2IxFmQG8cBmwtoFpLR2KP+Ya9ZnIDb3ubZXFS4uc3amu0Y4McaYiQbEfxRPrNEa7KNA631ftwF7Dc7SoDVoEnKyWTyRHq+I6KQA2Pz/3Yc1wc0O0QmXObQWIiESjuA0Lwl3oWvaTFGoUTyQ1khZAp5IULP6PHSuWNMsSabYS8Rahxx8TjHMfMCac47i+jgJSRICVVcxTohfjGt0WBLa/VW1nY9r5nEkSy18m+ohEuHunebRz7AnlSNmbQJJ2/T9SAop/UEtV2FxmRzepIAIqw2hng51nAlWnK0mqB0nWHehcEitK61zcg//X+0QIbnZB9tHKqFqS5ocmr05ZvvkSOkC2tKc52HN+qKJIMBVaRbByajELtLeIeMWAfERBNwtC1Lr7II5HupYY+imG8WP4D6JTAwygDRYWWaSN1brlQZFLAGtU9mn4eBOHkG8KClCffovaH6oAmZRctLJX2gdwzsSsmZO3Y9Bkpd9xywGSo6KUakhzpCYXphlPc0MyDxU+0blpDTjshUuPdEsNa55zoSq4KK0IcGIgNfp/MwcV0F720xQ1KP71AbJvAmPVuZ9Ch6DHt7JBPRIPMWF5jK7RAIhUnGVxEXHawQuMTPitAzRkhCl2GudikbuQeQfc6dwD3Wh/mPtLNHaxsZxc0qvumlOMxjxvaEquI95Sw1VJadRrY33a7z3JSS5AKe7DB5K43MPF049aF+S8Nrpjm/91McBkM+/zfPdKJfeFdPEeVmOYZ5muPnEyWtObDhaDm5gNbjv8/YeagQy14F3PmUo+xQ0aM1ZF52z6ppHkqhjELAY+S5PZUEjuuhjxp9VB4N07sdoRjI5Cg05s+2VthVSP6/TuqInmZyEnBINoY3BvyqRTPSgKWVnzRkfiSYhrjOrt0l4/lhiaDJwWhMpCbW3D88501a47Nu8b4/73uc89Vl1W8GLwf3gWQTvdXBBz1Jwa5h3AQmB1RfSIM3ZxllPPPYMTC3I8z4qR014+eyB2gtX67qgi/JkuePjT/rzkwuXepnPV0pDV9DuOhvB9R3+vtxqNq+0FZTU31nzijZjmQprUfQYM8qSK8t6FAFLc2rtKn89IvAsnJMwejVDzMRnTbdFUtbXnZpR/Zj5pBIIDD8qrtf1XdQjrhmdnVGIifmfh49JwGibrVnB00SNVKugOlEyXir1srPeDSRQQvwQ0RFi4OMofFAFu4pkxTu1Oh1JnWOhbjdFKEIj+CiGCjkLXXuBJTs5H8f0PteqjoxKHVzQOjhXibwYrfszL87zvbB2IY7mhjdBdWGXy3GeLnMWXsEpXqfoUXVhXYRlFHhybB+jAJ+8YQnOo5jei95tdsWCKztiRfcFiD2p9Of07GKwMPluYpkmNmMWF9j8UE/WW1H4A+3GobrZzW52s5vd7GY3u9nNbnazL9E+Uh2qE85j7/vWR+MsTupV0bwITRNy6RUUd045T+lvqCiVJIn11GeZiCCnFenlnOYV1xPeW+773qjFkF4zyFk5pWXWZcQD0zpgiKEAZ4xBVkbFtYX2MeAeHZJqNjHL5jsLkCRklfGEsDFKJ809WsOjgikKelWR8kTzhnfFPpohurAug+/Q2H2fUp7WnJMq52XlsURltYlj6gykSpbMaT3PKrljIYXeixelGVtt75DwVdFjloE1XGDvFask0NCjxe991sZpdMRiroQkWKx3A9xZm9Bh1ex7KOqtefCXnObp6llEc39A/EQ8Ks5pQASFVZUyJfuMJJnlSu5m22tAGybaUlG9mnXlBq5YVyeMuRl1Qr4GXOlmr66lrPOdsBKgVBkYDJyUM7X1zmyp3Gnm1P3JdqzKCR2pFrOsni0B8Xvj7o67c+bbvumTAIgJ//fnv8BbXXnOiuPrgnTOFJJZUuIylOhIGDrFeMtWotqYj7WUJJFVsQ7hlRTKhANqYrVxOp/wfPgt7VBiCLi0eOL+HApWuijNfcqkGwEtlKF2WJ2P3a2c72KFN1W22mj7TukV3EUySTPaWy8Pl8rpbhnDWMjrSq3wsneUzslZRCb2/1IKWYylf19ez2RxcvcHmhwhz+ptqTvVG9K7Q+6wqHNpzukKMWDZoyIOXPZADKwTdqxYO6r7j2ysJ+eul9rzmhBrPB0dKw8lwGP+V0C0hpesLbinT05nXr/r/h7h88/LVCc8+YqXhg2+m3ZuW3ct4/pv9mpa1uNZbqXzjIavwEhJyR22Gt1Zmd2m1oJDXpvPzbh4wNDzbLUEn2nIfzf3QJgMnrcNTvex74nLjJNcHJFjbpVjmKQDaq+gpPAX8zP9q/3oBvnVdxR3aqsczR/FSQcSBA/Y2Twj77SH3jFXQbXDoYG8DvlymwKIZXa0BoavUcWnYmIXvztQOc1BfaKRavNQSxydmhQax0N92XCq+oTzpZAEnJ3jmJejSDOerOE3t1YCaj3uXYZzk8ktf6RRq85ziJimYd0n1tqwK3VlMcCPQT/qgrpOyXvp70ISm7NRPTuSZIxSpclCo05fXyz4bjpg69dDzW72RfaRSqgaHPOWEuzAEz3a56hSuuRtboVFnDRWCIqwsC554mI3K8g+aUoxcM/rMQtKhJQa9/dxDLWESDoSDelJWBktXKh+cGpcJIb7zuGzhllwM8Zr2zwHl2f8bDtJFektfWmCJkV7tpOXBFcwwywrp9NpOmFd4FIeWfyYIbXIwmOLNvQiiUs5yOIQ5GxH2HsQt7hStZE6TAkUFyZvq3qjWo1gg463lnTgDBDwFq1/ojVtZnNeQvPADXsXtXBRcsokUcqQQTajcXxnkkhgp9SzC6vKbNHXFnLFp6EQkBQVveKvKW5+bCMiODbFAFRieGqSFBgqgm+mcsCUGtahBB1uIQlBDynWWz/4lTfB5/O07AHj7TK4SsILk0PVzClt6gUEHE0ClnHqgbw5fGErM2BJOfOJp69x34/xbd/wBvjOn38MD/Dgla0oeayd5Hj1qxEGQRofXKRtr5TSkB45tByDG70enMhFjAvK2A6yxIDyCStM8Q57h8ttrZIR7vPwOYI2ZnKTCe7B9tDnzNTKp54uLOf4/GLKnmBTDvz/vpPymdOQh8doj2XyjfZtQ2Tl/nTwE5vbTF73WkAXllFQUXjyekK9Q53NECp7l4Mue2NdEqfzCE6dh0vB28FPS51XOSDgXo11UdbB2xLvHJPhx4T1bp3walql7ZW7nuSoJlLKLGN4eKtQfCa21Sp4o7VM6n9zd868VlYuj/28t522OpsefLf1al5OvjmZV9oUm4mEWYgu+ZAfbwV1Z5RsTUIufwhCuARn0uVIYioxAHv4B3ELmezuk6opSB013dgHoyTSPx/DQca2Wangy8EzVGdJOvMvl4hf1PzgZY+TGd/hGoVcHfQL6QPM498H93zv+NVGYzc7JMoFVPLBv+xXd+jLNFoNAkEbyciQRR+cesmsyRlzUkTDx7XB86rCXuuE/F+q0/bK2uFzyyKI2uQnRWg4Si9z1NzkeEuLopTn4OGO21GuuGNj3mbO8e9rA13SnIQgPUn1IbBlyjklyoB8UoI7NpLIWqnSkEkPiUaCqsxxEwqkesU1k4CmD2E1M9Dm+IBjzmGhN3sv+0glVDtGG9m4huDA1rtBT+5jk3u89Jd1VZYcog3xeY35TSpcBrFQGrJtc5CjqqNyTOTOmsjLieF8ijWENp3N3oy91jm3xqSG8IGOjlYOMvXwJNJJhBwcJ9EVl3pgWs2BNLGsboZ4VEOhOw5PsyKlaiyJOVOqlphhlXrg0orx1sNlKvLtu/Ow7xR11h5QnddEPq/HsD9zaiuk7j1UEkte53WIddWgoW5We0AzhuIt0Y2bnTs13AQbc2tqx4sPpSINUHQ8qsGejGQoDR4X9OS0V5Rq0C7HbBykJzSjy5ZC2W9OE3ZB/FAzajQMmRWrhE9+lhxficHEQKs4Vdok6CqO+NGhXNIt2HnVrZWDx7M6pCxTjCEBz9sxqFGTYjQee1clpYSjlL1OdbrdG6U20mMPypcgb3+iB+356Zlfxqd4+RAv4v/5+c9zKX68c5Yo9YL34oUtsGokQRBiDuaHEukqCTeLAkZ/L7f2iHtmGQGPwHmFNY21FDOrRrlhzSsppTnot+xRzR3L2SrQjupuXiLhG0GcWQz5Xs8Lpfu1y2Mhr0ruCc4I4KRXSh/M+di64t1vGU41YR/KXxdjy8zh4yrC/f2KbVEo2mqopY05nYIEx+BK5MKqkBqktXeD1oUkiYeRhLVGTge3M0nt5x/HfLKcUL3jWRcU2etG1sRdv7FLXmhmjL65pEzZypwhZhivne+CpD+qzq7crXn6wpe1cHmskzP79MlKJrF35Ulvo/R2s1fVBorCSMHLHfui5L6/HSIDIo3zKJ6qUyyKG4NepEgXmhpf3vev0T2yEHqainweBKk5O1E0EhEOlWDXQ3lQiD1zBv1EctU44hqhc66u4gezg8+FAy0x+js1GeLGPpI+F/YWohtxisFtb6OITI65ev37W3PaFqIOdsVvFol7BHBOwjkLzcfeLaxpmbzuQmVJiZGt1AalQult9zvNLBzF8yEmNoYuu8g75qCmfj/MnG00Ay2K7Hmu9ej+Dd99Ssp1yBMIG2YR2YC9tSkoIaJUZ865CqXiqylhljBrxAStjhbqSabMrnvDkzNaVmIee0s/xi2f+mD7SCVUbo73LooKLKQpEHFKMUxyKsukJYjM/cXJGskUZqxj0CJLqOKNu9RldYc3ivU9BsaGUkypbapfFQ8RiSEHblcbOHR+pxyipwH/sO5YZlgGveISPxlWjxfcvJJlma1oKwGnG9HNG6czS05zg3aMs65IjSDwrWdv8/nnzzj1Dpaozir6kBxWX1DJLKN6rA2ahWMDuEuI2hyKKyJkVU49Eb3srbf0R0KiVPGp6pc10axO+J4OaNSAUhlYjQ6WXOUkkmQmnqHVYRNeF/e/HtVjySwafxN/G987vFGoDMk8R7wP9p0aFTEkT650g8Z/ZzEq5DMmtM+kE/hvQzc/OuYHGKaZs+rC/SkgHKsYW3mk9QD5tMQQ6H3IZLvGO+/CY1elkNOKW+WxV2M/4xsvHhsve2Lxxrmwnk98+7d8AoDddv7qW5f5mtbmlFoZCMCMIOozmElZWdeM9s6NJCUvsOQTe4nAv+2RXLQeLCQATRPiKznj1WZAdDpl1HxWXwN2dIjt7LVRt8Jr9wFbu9fwkVNxL6+QhfVuYenXfXkotGozQFnXRKs+B5QnFx7rZUIA17RAPaArIuGXRmddWKHYvPd5OYVCa2+D12xEehvHX0RZ7hZSSazLKHVnHGPpN3dT2F04j6JLbbyoztPTk7iGUrm8/YyXl5dxDHPO55XXJIp5r2dn9czWRuAnbNWnglpelsBJrCdaz9qtWXTnB3ZJY/8Z8GkRj2T5yrfe7BU294nUiKLpEW+kjqg4lGsF8TyTJcfJFuIGo7iRUUrTiR7RPtl1rO3am1ETwudBk5CrImGWRJbur3QJcsR8HUM5V4cSnYKpvUNYKzovgRiB3mkh1jTAJoaJX42GKNypT+haNcXsgMIJlSRtDp9NaogcsV5S2FPAH0diKeL9PPp9EbjLOis3qoGE2euoEmdo8NDvbjGjSgzfjnMMSN86CjhZST0GgTEo3EkjqRSjtigm1RmiBBJpJETJJRKwKWIWqqAj0Aj1Rq6wlHFfx1XtLf7XgF+mpf/bUGhUgZYwTzMxslYp1maxLArPidTjYquGZ5sKr6MofrP3tpv3vdnNbnazm93sZje72c1udrMv0T5SHSpz5vDZdTlxtkQZAzQvD2ymc6BttcZlr2ivvLx+vuP+fAfuvOzzk4SCnO5n18MuO3INK8Ooy87aOzEpZ6o5F49KrLUSYgq9ChKzIa66RdbQJBMT3TwqKebX1d9C9TqhMSpC0nrwONQhK03HzCgjJ1j7hW6tYfThj0CSBWXjxeU5AG89vuCE8uRJVFlFJLgJF8N72yva9c5og6WaYDmGAUtTPB8zZFQCy7/2jlYmsXuZUIZneyXjnPqz2izjfhDMIWAIY5aGE7fjenZF6FHrJLhl9c7bGnLxC+rLfFYiARUYz8roUAUbnLuKYHPGxfivXc2pERkE0gP65/09gI5H9nyIVJjR3HjszzvbrX7xqtuignc+0qMbqjo7lZfaKHudVdGcM4iwdxiWSCO5c14yLzpEa9lPOD7lu9eitMV48SK+5I37nU+/+Savd2GLb//GT6LyOR57WfPZVvBaSZ2TlQz26pMToSmgprMzmyXmvnmjjmprExIZcq9Cp+BZ6axKOpd2QHQWhFZ2ahkjKRKiy8SDNIxLqTwdohfrgiWd3eScQ3hnWU/TH8vugdufGNtAC5TuA04k3vadc/+OrV64bMegzteXFcvLcU0e1fYxqiAlD9J+X6vJHSvOyy5ilCUGgaecJh9pXTKP2zY78XfnRFLHei/dLGGt8rBHR6rlzLZvB8Ef4VIqy5gJlBK6KOfuJ9+uO0oj9VL709OJ00l52DYuQxDIlct2YauDFC4sS76SQq4Ud3x08tJHakv/urNq0fmGLrU9ewNHd2B2k1SANkfDmIcoSTNiRiNQS6Gpzo5163uoXCEzRLWPHQGT6HGODsWSFEU5TY5noqJ4F4ey1nBsdptcjWIDmHggeeSK20PoZnE/fJIrm3sMqQXcEm56DLzFUWlHt1oiYvLZFTPc2jsp2smgzZAlOrxJju5fSqzLSkpDKMu4mM04K7HwaG2O2VkFSDHYHYJTtXjFug9cCX710lEomoGcSP0+P9SgWiwoNuB0HnPqBs9b4tbMGVAuY7ZUv64i0QEcMQkROw5BiXNSmlinhQR6YTkt89lkUXYXytXMQffOLeuHMBpiR/dQVHASNrQJbqNfPtA+Ut73zEFUTIDnnZMHHKeqc3kxNVeoXhF8qiKta7TO91JJPQG6W+/wDI9dn0GXhaQ6N8BhY1HuZeeybVNRL40peD3AXno6MAJuccB0LiiVGLqpV9PRixvNU4hN0BMq8zk/YZEVMaX1xLExSIs9+FkM0atAxeBxf2DrJHdEOK2ZoQ3VNFbxeVkm52dZckxT96H0Y9h+TCHfU0UtHzhcOgJlkNQzJEuzUx0uWtjnzKjgS+nAUIsEJq/jmZWEakwA955IeqmhBtQdWFFwOVTCYsbUkcyKKJhOaJSbgdlUBsIkEji/+ll9JonkGKLo9dgYXMLxyBX8JmZRDR5DuMixj5SrYXk3ezVtq5XHASPJCRWn7F1xzSreeMfQy3LZYfBa1lMkJVUOjoJtnWzcA6CmvKDwdA243IMbnyvPuFvfAODjH/8Yd6eVzz2LIP4v/n8/T1tPkzu67xuoseauEtdqDNDuG3vZK3lxTmlFp/hCcCDulgGpSSwaM/kApHpwOMdyTcJmhdK/835VTquRO5TNs9KSHBDBnEju089t1fBqLFkmXyCfFmqRScBPSdnFKDYWrHDO92if4eIWCc/lMf59X+GUhEsd0MZQ8Vy7UqjhmB8DKi0L3pSXLzoMUeH+LnNalglF3rsC4whQntwJ66qTI/vYKkvKWHcqL3eDJNwN+LQEePlxiPlcCneih3dIznoVMqsY1YSXj4Vnlxju6ppo1tjKCLISqkYbBP0ScCft0GafUeXNXkXTycwNbk1EAqOAF3DAQSFYyfgVP1J8pXoFZHKLxYTW6hQywKW7gu7EUiLJnBAZO5b4hIRlhUWZxdGWlGyw9xhnWTtnciQBREDvxtwoTR0k8dADgBVhSbD3c1wkOIOXHi9srSF+wNCSRFwyiqkqcbhR6N5bwtxCmQ+6KuDYu0ccBYsENA8iUVDV6atri9ivTGpFFJDHXNOsIe4xpLpqMTT5MXuzRKw3xBtOi/fErsej3oW3/FD7VSRoElcJlOU84bxOFIbGTEFrThM9EirviqpTDCiS4THjsAKibYqqmcbsLYSZIOGd7z4yKo9h5yO6k2SopumzuIUwH2gfqYTKkEOVzeD+9TPqoUT3shSWzMzF1S1kr7ujuWxGKjuKc+5KgGs+UaSy5NH1SKS8zhd6LwW7qqw8e/GC3RprPmRy47+johAk8aHAJxJ6ftqDeiGcxPXwX0RZ9aggIEG2HNtm9RDCWCffyQGjDFnUrWBmUwI5aVSjzx37e24NPIb5xTVVVITzepqq5SnnILf2z0QnTSfOeskL9M4WdMUbZCoPLimzaJvDAnFHNB1qiVh0wDpnKqHgPsUcXGKor4nOam+TBvjkUKSURxbXb5OSlJlwOU4TnyTT0Jg4hmy6Bc55qvIQzufYh6wrAh3BMGNQ4PgOCWGLyWfo1Z+xId580atv5oK2oeKobFZII7g1R1eQvf+8Ffa98tBHEryRhXSfyGtifxGJgZXGumbuu7CFSx+E3QsDe3O+8Myo22cB+JY3Ps4bT+9YhmAEjbdebHzhMfhQz2vCfT2qnE4QuAex3S2w+YscSqCa2K3MAor4wt5g72tBq1Gbsw5FK4Na/OianyKAy/2YL7xyPp9ZT11AohaaHLyufQ+lMV0ese63ajPulxAKgpBAPmUn9REE9zlzcWHrokKqKXgYvcWVZKWKsfdAYBXhLnsUZwhEQhImzyJGOhyKnZs0nj45c75bJw+37pWcYJ8dAyclJU2OQ1TnbSiPYqS0TFn9LEKxUGIDeNEqFHjaz9mCEUMZCdlmJF+Q1Ulj6Oml8LgX6nBEEvwx7+x3aYqpMErvdqsgv9LmegintD5c/mjseFejG+9PFIgHnyl5BPVJORRziaHcs1skgmoUgiAUdpHUuVW9KNjVayH28XdQi8XJSVj7GjCLCmMbyVMEBwCUkRiKBsJklGBVSEmnkunuFTMYbDBLkfTNjlav0I5ERKQLPNQjnrCusDvOsVTv3bcjGcVkJlRJI15pvctVrNEqnHrsdl4yTdoUkInhxUaZCr9RyJh7uze20uaw4iwJlkhi+klB54APJc6e3syEqHTF+jn5QASzw8+aEeI0U34+nnPrBTvXEJgYnG3xHt8O7rZGZ7616w7VUGFmnqeSpo9TaZjLHC8j7eZfPshuGKSb3exmN7vZzW52s5vd7GY3+xLtI9WhKq3hHW5xzgmrgvZqoNbE0yVP+c/HLh8+KjelOJ6E8ymjvbIqS0JqmxLFuLC3ndKHKrZiWDW2iWF2Fl0mhMOczoeKP0+9ujSOaRLAvoGZjqqph3zm4N2Iv4OnYT4qQKMCHd+/9YrDqsKSjzk11OBVjdZ0EkXXFDAgourRLOEdWlNf1mj5LhK9fqKCITArQmmJQX6jsxYVMWeU1qy2jvbrOOysnCyHOiDgLVSCxjnllKm5IKNfbtHpGZXihgUE0plwm9b1bca9U6tRgRqtao0Bpn71LMScNnRNW++Xj8ERcXNmB1MScZ/tqII5il7rhnpAAKfsvfaq0RXHiitVQK7+181eTSu9Swn0iS1KHvLh1XB3dBCYPKC508la5aSC6Mp5jUpoaxXNyt2Yj7csvHh4oPSqY2vgsvK8d6BUEvY6vH6Kv//l3/QNfP75c+7einNabHiwAAAgAElEQVT6nD7y+WcvqefXgeDtuMjVEF/F7f9n792WHMmRNM1PFTAzenhkZlXN9Er3PMDu+z/MXq/Iyoz0Tk931yEjwkkDoLoXqoAxemrqou4ihypSWeLhTtJIGgA9/IeNx2hhAAocW2H3kOAFGHS0bpxfA+By1A3vnZ4TLC/OdoSKXrwv4Xx0Hvfs/vaN432nbAmFFOXL1weS3eDhgBkqgsk0kCy83fbFge0PY4zLtPLYNmwMHtPjKyVSp7R7wTGzy1RXJTrkT+6ionXBhCTX8vvb5EQI1p2zjwW3dq28vb3T7AsAX84B0pfMcS2VPuA+HvmzcissRUV3Za83zhawwvvjA/cdyzOqj5NaKo97fNf/9mh8/nTw/vONzzU4rf/f49dQi8095lMJvseEKGxbIdBYPm+xV/zAYVxw/4mGWCeICqgv1MQgecUT7onCsLQHmBNMMJMFRROR4EVpQvaqMpAlVVskeMnyBFvGffEKY6Jxwdin77BNJIg40iLL8udzUJ/A7+LgG70/3aw+KJl3lV7Q3ngsxV5f8u/xeMXHWJY33hyRgdRrgiUacLypdigilK1wzOmxRr44Jy4fLdTujn0ag1fEx5oegXP6WGiUooI/rcszrSXmdlPEea9XPjE0/ifOmj67DETBFzJgQIcx5ZJNGC7Xd0nQIiaXrDNodKZrqXejKIuSInNamR/Cx3D62SkUVOJ9DnGaj5U34TkdnxPIgO4sjt2lafyKvxa/qYLqk5aV3HTv+HAkuUeiyvttXwTj9mXQ0MWRERwVpdZtSfPe7c6wRs2bT0rl/vGNMw0utVS8CNKmEMbOKWNBQMQLZn0VDloLoMvlPrZEW+TLKoKJY+W6baU7lCXFsKTVn/aW+P9cdEMl3LMTO6MyDXMvlnrxsYqfPoJ79mVumJsz+sA+GoWUg04aWJummSYgIREPUHUgVTlzczrNOO06GFTj4B9zHupEUZrvYdsLu5cFY2z0J6cEMleITXVC8tQ9i6ankfqidQKESd+FHQ8CJkkidcsicIHHg3e2DhINztTCU3QD3Qi/qquAQv0iwwZBbn0ncaj8zzLrr/hx42zO+1uK0Ag0cdqCAFqYUk/BgBKwOs1GxN2dnwc0Liy/68YQ5cx7qo/GxzgD1wuIG708eMs96F8/Hji/8vaH3wPw03Hj//j5F95yvf+0f6FQ+JJmJ1I3fNyX072IQo+CZeJ49AhYT58GKepsW+V9z8YSuS/lQa+1IkUWv2Co0B/nMiQdxfHR2B+5X2wFf65tLEw8h+jin2offPRzcR7pI3sZM2EJXL/UacXtYaSc+/ndGqJliTWYNe7ng/ftlt9VtKgeuf5HH7wfB1sWtsigD+PXr9/Yj+krJiHwM6WVu2PNsPR5GSIcutFyz3i4YU1IVCK3A/aqYXMBfDi0dvI1m0D3YezeFz/qHJ1xFnrri8xuZ0eK8lbmfu7cx6BOAr94cKhm47D+po70/+3Cmq+moeNRRCysePLtJhd3hG/RPGHGMBjGEF8QfiWKognZUlH0OekusLlf0t1CFlQXNK4PW/LfuDPcr7TaA8o7m4rmjvrIjuQFcncfq9H86M6jDW7pnTksvTsnPI7BJkKf/CaHn/bKaZPv1BkY21zr4tnaenpPCtImJ+2C2r3VKx/ora+i7IxKcdEUkOBOjrVv5veyzn6J/+XfF++Mc6Bl2s8YvV+2DI6DOuJ1+VQOAdxWzlGK0GwsHld8v9uCZqt6FLizOUb4XC4ZfQlI47bPvw8RnUlJoRvFQkJ/S2uIKs7ZTvr8WCysnWUKZwwQ0wUhXc3jV/zV+E3tvlquL7y4cigrkfj8vjMMNN/ytu/087ESl1JqJOfqtBH8hm+POyK6jNKKnLh6cIaA+wixB198BgNjmblFjr9jmg5LPlADkznRqqhemGMzBQz1siZplhva7KyqBP5YppGnOF5sTU6Kg7fBrNlULTC7UzHHFdGKZLJ0JFF7qvj0h6Gi2E3YZvIiwreP+9rw3ndBa30q2oKjMadew4zex+pAna1ztn75TChQZJnonQ9Bq0enjOz6uK+pm5O4bnTtZ1KO4GIlOXYMo0hFpspVYrBbqniJT7+IOT0IzsvcjUQBG9fhhAfPLjtvY4vvT9ALUJ4PnGIcIhLdwqkK6f7d7+eU4BU/bhS5TLGrRoI8mxW7akzIc0zQTqOXQUlVwDIKf/rq7Nu57n2rwrfzwU97cnnOE3flyEZQtzg0+xzefnvw7xjlT/HzP/38n3i/FX755ScAjredQ5T/+5//OxB71HYoxz67mvDxaHz7cnJ7i2JC6s62FT7na9wfRu9Xct66cSJMy+LPHsIMM61qBnaX6LASWP7RjZb7nCp8OjZa7lmP82Sryk1grD2ioXKsxK4rbLrRcoT80Xus3aWgF5O/ZnnRY7BvW/Ag8326l1XF2RYbQpV5zZ1HgylVqhoKn6MXPIaFNDc+UvEVwCu4XipcvQ+aOjKL2aK4nHzkdn/2MBmdohVSBFwZ4yp+HkOgTo+gzn2AfijeZ7e9sm3Okdc5cEo3dFutd8bwNSx8dZB/7LD+RJoqgitXw24AOGN6BDVnK+US2up5D6evEyRSQ2WpfCoh+LJNVVCJAu3iEjuT+QuRT1WxpSIpEuf7EkVxUoE3L9Etpr+s1AoDbtu+iro2jPPsC11y2zf2fePjEWf1t9GoKPsSqIGtCimMSjN/1vpKMairkQkgFnnSEghS0nR3Tp8dE2OX2QQqwTma34M9YLDeZ1EopuvxA3i4XM1x83h/c/8yj6LwGvzgJnQx+tO+KKZPPqaV3TukSvSJ4w7bbOjUETlNSkRIWBqvPa8UKJU1yYvvShfIZgyBEeI89xGIB59GqPldGMKuUHOf7UOA/l3B/Ir/dbw4VK94xSte8YpXvOIVr3jFK17xd8Zva0Kl1+RAJGTO37LLYSopL5rdABU21aVMV2RA2TERekJbDCWGTtl5zY7HuaQ4oz0z1e5Wt2ZOx8UQhW3JfxZgrJZT9/AQmDhbE40ph9Tr3+ykdaNmh9J1BOxsIvhI+FqOsg2jjb7UnvYi+FEXcm08TkbZqBPOIxLKgtnRejs2ytuBl8JIeMzjPPn6eCz1w2bGZs7bpyOvITDNs03VrXH2xuOccJ1BN1uQPhklutv5mqc3Diurk9JtfAeVm12hkEKfCjlPkIj8wp8aLSgSTuVz4mSOuSRPLWABUnjy4/Do4s0WeXbpak4jqwpnG/i43NbDkcwuBSQCb748G1K21RZ84tW/+NFjv+1LUvYcxIRan6Yc5pfvXFWK+5pyInAfDRvOMSep5oyz8eURk5B7e7Bt+4LD7HtBTfn4iN+XuuEn/HMPXk+3wT98+onfvYVM+n7s/MMffs//lS/5rT340pxfz+h6qhlUoSMc2elWOp9vb7TpRTMeYYsw5X1dqFwqW6U6Gwfd4jk/vjXuj3NNsG77xm3XJXvcTMNuInkbt1sFL2FZoDElO7aAx9jcS2Vg2gLyTHS+MaPqhNTENP5bcsvaMN63T4t36a3DOejJkdLkVJrE61Wy056Ldy8bMgbDfE3WhZii13zMXpVNlf7ISdv9K9s+wr8QsK2yDcWTF/b1oyF2Lk+fUkLefHLVtt24sa0O9R+HUBDOr3cmjaKbsLki73kmnS2g6VOtUONsmH6LT0fgK37AGG4BtSE51y5oImTsHHRsqUYiMQ2eUwMrAceXlCWHgPCVnFJB2JeIyESqUSQ423Ot+xOPGOKM1VKvnMbTJ3NOajwuZJ6KRYRgMgv0C0Wj1ZdyYEy/DIh1VRCOWvEc53wrig2/3pcLY3B5RlrkPRNCOIH+Ewws+RlIYXGoVB1h0BLbZhq5z6Qh3NThSW7eLTzs5pStqOAFykQGdcPGWLxQd2fTa4/EBhS/VDfTpqXZJXt/SKFSAqWU72ND0Wlicw6kLlQhA8XGoE4Je4PiY+0FpQpaLs6UB89hfZ/uRrMROapMKKIglGX1M11Wl1uFx+MuqfZXDvO34jdVUPGUYLsZH18aqZrOdghVZd18VQt72RcBsJ+PIG/3wZkH6pDwNtnyOe8+6A+jz0XpkVpNc0r3WDdrOxKlSHJ14vJSPXMm8YlLm/ujjZTytAWnsWR9ThZV8H5s7RSSz0uPA9Vipr9ghJQdl3JBjFqjVl8QQsSSlBihWoIYXoR7+ut0H/zu55+YmL1aKnXfvhdf0GuR9ly4U264mdHtOyQDVQTdpjnl4OQMiA7Bj1KVVagYAiIh9zz/UYITtaydLGCRY5oPZ/I0kxXXMyWOE7rgMZ5/fg9SQBeZ1yka3g4Qm5kzEjO+LgEVXZuuEpvwKuxTNn1lOa+96IeP8G/KQmGciMP9Huuk/iSAXYcRgvVLyrrW6bliCzbow1D3ZRAZEA8N8DoguvHovqTXP0mHXiAbIvfu/Nd//Xf+7Qiu0H/55Z33zz/xT//ll3h83/j11y/88VsWYFRcjd7SK4XgcxnCn9PAxFT5KIM+rRcg1t8sFAHTsd7X3R9QK3tCVSS9bXr+3LsgWi/oSgnTSRvOrCtvW8nGVS4uk9hfs6AyMcwHZZKpHynVPL2wjk9Y76vZ9bCgWYvG39/caeNcAkJ1d+q2rZcTLRhCqYOexeemG4dul3+eBh9lgV5UeTgcubzfxDlhwavqrrTeVqOoljDynP+w953jUM4JKX9EE8eLLJige4gGicxCMnasi+tZOa1RmHsnr/iBw/TKF2S64U5Zfk0RiEl1LCVFa+L3hwbNt2hZsHSXjqisc2zC/0q9YGKcEtUYrMbqsynvMxfKPISgJgwxXFr8adkqg+B+ah6UW5EUpYjYtCAHjHY1Hm7bRt0iWfvcOw+/RCeKFZqPlSepeuRZfl1jyLJf56xkwTSbWSZOd5YQDyPO9n3KqFdddIr5pHdsbsNhRK6yBEFKFUzKshh0T0GibMDG01yF6UQotllLxpPSxVdTV+dn9MTrPs++4HdaC5Ycp/nsRWUZBdeqvO11wcWHw9f7uUzBXePCfAgyaSfEnjEb9IUoDs/x/J0r9h9MpV/x1+M3VVBtdXsqqAZ+3nnk5lRMqV6491BkUtfkw8Rjq26MWsEGY3o6Wcek0LJr+ngMztEW12cTZaheXY2RyfasZSjfVfcyscrz+Qk/iDkUaQTGNXbJuOFLiVHKmVyC6tn1nvWQxl5olsIZePofZXhDnqo8q1EAzAO7SvrRzKkZIwQYnsz63t8+cW8XqXQXQAsf2VXfUbw+uWkPSH/BvMhZ+OXGUWAXjYSG4I6dtjGNz83b2hDne1reGPN9SyR66/suinN9lq6KeV8kdVeBJ7VE95iB+dpIAh89ybzDgku2LZU/krPlT8dLiW7c8vwJr5urnlJElX1W3Eu16BU/alS5DjQj+UKZGNwfmgTtPMBOiaI/1S1bG2zHQTG7Gjk2cL8I1UUqRSpjynKdIGPwPs1JBIYYPe+lL2fD78KfWkxqOs4/uvGHn0Il7nYrbPsvfP45flYhRAyElWyIVB7tzuPzJwD+/csH//LrF/7lz/mc5myy0SWx+1aRUmhJaiiq3G4H92zaFA0vlHkom3soB+rqIaei3skti9O9CL0elwrfEMzrQgfgMMZY/NNNK2c72ZMT+fPnW/CsZhLmwqN37smHHV4wdz7l57iVDS8D65PgbUDj42Hcps/UFl55kpO4wg2BpURYd6FIWXvx4+w0FbZUCrvpTusn5lPJEHyMdb8ocLwdHPkexttBM2W0FgS9/L6j6ZZT0JJ74VSSFF9Td7i606/4MSMS5gwPWad1BBUIy8Zct+7Z1Ivf102pJYRUlvKfayoN5z1SOrXoUprDSyj0rTMsur5LX88ThcFViIjLEscdlua2ed+pR7M2RBjyJWvBVdeECuDbkPW+mhmDlhJY0ewehSVq1TB02PLKKmiKVs37Ppqva5qEYAjqrIZM2Qq1yDLp9h6fyTRELyhFZPl5dqJw26bZsEVz2+VKaorK2o+E6O1MfqUWRTZlm8IajzgLvmv6e3rbzX3YBfXru7kdhku9zhMszpMseje1NCCevlSKFV1K14cIXx+d4avDh0lw7KpMca7w/PJ+NcOHX5z9mOIpOr2vXinM34zX7vuKV7ziFa94xSte8YpXvOIVf2f8piZUMc7Ozp0Zrp9oCd97mNPpS2mtSEC6ZsNhFMHPR0gaTw6VVipXJ0UQ1C6O1SnGVi98Mdkxmo2T3ls8JjueQ2Jss3g/Oc4q2XFQcUwLVFkdpk5MfCS/Kp88oqduj4z5n3hONVldVGTDXPGpPFcHY9gFDdEaKoDZ5TA8lGlM1lM++geP4bxNaV5NadTshAwXbNjqJj96S/+ECWOKrttUJxrm9ALbVCIqJbDHPnkASi26JnuK0iUx0tMLBwnVnKkslupEvmSTYxA4X7PqFt2cPd5DewyGXHKvQxzv1zReVaA3RuK3tISW/SiyZErLrpjDaHMEL+HZNRUXU4rdlrv4q73zo0e3PpdK4M9VqLmY2sOQyrJuGHj4n+VkVspGMaHqHuscqO2k6I7VuM/e6huqTkv4XcdQ1fBUAj7VgCmPHlMTI5QtLfe5f/31G72fCwr7h8+f+bRvfKrBdxQXfITNwVL+NOFtv/Fpjx7x2/7G57ozzn8B4L/9+4PjGNlhja5le3zAGY9/3964bZXxEZAdFWG4L8hvSBaX5efXLPgUlqplAPu2YU/yzdEXt6fXDP7SxxkTJ9uNY4eSHKw2RnCiEq5323fOuyFzbVajbMqW6nitN2T4gr44Qu+Om9Byj7lV8C5Ujc/F3emjMXKUXmWjVJbPlLognw6m3JiXPGsSTtV7h2GXhHURPtpAZEIthVo3htkaUNWiDPclSW/xJa7ufTGnDl2T9jGHgK/4IcMHU44upyF+Qd8T9THPH3fDuSY/7jGZsSe+o6KInAyfHGtP56KEpeJ0CfsHAEaqd85RhDriLMhXzi3WHlcSNWIrX2kYA1VZsGYRpYqutTzMEg6fZ7WHAl2fNisFULve5xCGQ5u2DB65wJR+x5JKsSY9E9Xii7d82xQbwsm0WXCqX3QLFaPIxUfDPZBHORl+S7uaeZSbgY2YBsYlxFRvIge0CXf19T1IVaTN60oUjAd00VfS4Qy1BSsUU25FSeYFj4fHhDo/tyIFES4OtwvuA2/xD6doKERPpEDywuI7mdBOW7QSCFigE/sgxP4neBrZsL7DV/z1+E0VVO7GkTjcXSv3Rw9pc+B+PticRfDcysFe65WQ90HzThNZHJiqMWOfSbdkMVTrJRfubkvnX4ibe+KLlRiF97x5K7EBLeNfCbGDecCaQrUSm0NC8ooFFvn0VdVBKdTtKsp6wmHm72u9zEZJDPTEWZvnZrCqwI5RLyNgKZiFh8JMyj7ORvcoSgA+yQEolsWGWeKqp5kBwun9glMCj6eVLzgNh0n+dpCyX2rkieybn7OZJdTOFq7arDHGuOAuZt8VmS6GiV4ljAgUX0Z89SiIwzlB0JQk3E58hWWBPLlqklDP4MUBeI/NaMKGtAgi5YIVyAi+zdy8XvjjHz4MXYeLueOi1OPiVELCXYnkxczRhO9VUfQoSBWOvCc+gA3nzEPw0Rp6K2ttqUfCNFGj/eyRME1RgiY0HosL2KTyP76dNA9d9fvo/OPvfl4F1Y5itURCvgiIATuZjZ639x3dfub/nHA8/yP/769/Wk0Y2XawwdstntO3SJLepvUC0NQ5lqBLYdDYJzT6PtiOwqEHW+L9Hy48zvMJyhaSxMvTS4LH+MiM5q0V5H1fhaY1p5aKleSSAtt+YHsWNS48+iCVl0MgopS1Nm2ExPkw4e1zJm7NGW0gx+QnFRxdPE3XGlyLPjlXys1ZSUtVp4RkT34uTrPLtnX0AQ+h7heJvH184MUXjKu4IEOQbOK180wvrkyaWpDUp/GmvWDFP3SUKnxnJSaykn4/PT2XIobnkbcKqkyM7eL5jVncTGibF1SUlvdJd0eNJ5635/NOvqRzd5Z4FzYLnSwcRDENIap8OKXAsQl75gudIFBP24Q+BO3Ox+RYDwMbfGQj4n1THhq+fQC7O0MuJlc0sVhYyFJCaGPmOGfriIJKXftJ8Y3hF8TXDdh0wXFlFEzkghhnDtJ8fm7RdJkCEtUNsNUsNwUbvoR53ELG/qJPa4qBPOVi5kkLyf0hVbWWN2r6Xk0A5rYFbLCsRCl9/JZTTFjPPDJ3HD2uYX51rYUQmJnAEiAKzv4U16hb4agbemRTsDvnaStfnP5Ur/jr8ZsqqMwXLZFaNkppoSgF7BbFzDb/FuWjGeWpYheXxLHG36gL/ckl3ByQy9ugSEx+nGs69ESwyZvwEnzYpFIpi6djEiT1Xa7pU5PGuODHdInRzDKok+hazuTHLDa9fU5uHBiF06dSkOEylppN747o5edkNlAK4zE7tSNxtGOpdN27pT9XXX8zHFouXOvxPF+yq/4Ynmp40/A0uU6zVvHgj43E7VYJwQebxW20vNZm2NPbyYtDecITm1/TIDQK0+W3IRR84c0ZloVqbPx7Dd+x6RguOL17+MIAw4KztcQ6cEomyPMeC/ENXx3pIhIcqoVpji9s+VTx2ox+9OjeFi9PVXFVRhK8GR5mkHNC5YPhssxnqxdupVAEvtgUHbCYgi95tjBVXLzK5Cxovubj8aDozr5d3ld7YSVI6sbZBn/MqYfrV771xqfkK37eb2w5bZ2NgW0rqFZuawIdBdvvfv4MwD88Gv/t65dVOPholLLT0+h7l41hJ5Jr88jPZalZ7Td+fRiPnNTIW3Sj1R0fM7GLDrGvhkmqgk0DZBuM1pBJB6jOGLYU80ob1K2yZTa6HUrVg6850VJVdAjfvgSH9ve/+x1FWV44LoW6O+2jrcmbVDjp3Jjd/YGprWaW+6DYRs1itY1GOTs1lQV3lGaDkRtfqc7prH1vY6NoxdIo/t4bZkY1hdueryngZXW+H2dHhiG3/K6q49KXetlrCP5jR+o3AGQT8To1nmqriB5TmXl/DXVqVQYXiiI7sGjyOAtHnr8R0+NxNYPyP6u+MovHT3Gn1IHruW5VnU0OhsY6O0oY6Lor9+RY7lI5+/iOyzOGM3snPmJCNVubpyhSy0ITNRnsEvkYBG816sPrGiIfuk5ryZxjTu+GhQH7vG5PoYWlXCrBcZyfthJcsNmgiMlwefpcjVoEzaLRe2e4BF89P3azwci9pBP8Np4aV4ww6p3TvzGM4aw9MD5tWyS5kg3iS+TRedjgLYW26h6TxNNjj/vTh3F/WPLDY1IYe8+YYCDUBaOuKdbp4c81VSJNHXtSP64vEtXfjBeH6hWveMUrXvGKV7ziFa94xSv+zvhNTahwLrhVM7ayU7bZ4TQerfPIrknrD9xlQQTJroqb0rN7vFWPDuPkAlmCNxboNXG22UUdPdT3lrJ3wtzKGiMbRlkdieiGyFK3kwIHB32wfEXKsFCKm5yLEh2aheUdU30mx8IIVKfnaHazguL4xBebkv+Sb6Ej7pzZspAhbFp53258adF1qkmxUp9d9Q3LkTZAb8ZpnXON0y0w/0/j8OpXJ8asU+VSIixaAwc9O8GeKoxPEqdFBJGLV2WeHh2zo1RrdLzq/GwD36zrw1VcLz8O0UprY32O6g4W3bX4nAUbJbzIILtnwV2YksVihPeEXhBQRWICAEgJGEKdEsevAdUPHyaGTS+SAe3e8IRjqQqiZa0TLRZcoKkEVWLVOayphI3BVvbF2zxqRbsj58TZD/oOty0nL7oH1y8nrV4KUjz5etBHp4iuadK3u/Prt3tIsQPbnp4j3dlLqPr98nnn/W3nP/8UP/+sBxtCOWZXOmA5CyGoQqkVLRMaN+i9UXOteGChOVNRVYDH487w8Gt6/1yQGlDiCU2utWIilJzWNz9RKXzNvXensm0D7ReM6OP+sbztbl75+vHgd78LvtOx7dHht9jfz/bg22Osa2xnh8EF0SnOvlXa2S9Y0Fa53Y4Fp9yKMMbFDSsUxhhsU40sYQC+Z7e3xFR8m+qo758YHw8ec8ymwYaY/Ba6xplVLxU1SU3opfTmAs3Jxjj7XgMqmHvxGK8O8o8c8tziNg+vxIlOSeVbf4Ln+fBFIVBRPOF+E+w+RAPGNyfYMqDqgiX7IOD3eQ+KD8QvaHwfqfo2IV+S3J0841SUgvOWvB7vQiuWc6y4ro/xCD33CV20Di4XlcKdAosaER6Sg58Xl0yp3rnrYnAFGqVOBItzjraoFkU1cisfa9rTxGJKNlX4xCnu5FLn2/wUp4KeRC45ZdZDpdCpa6JVnxkGxCy5LC57N0fV+Zjv0YL77so1RXYNb9M57RMJ6sSkhLhhMhaKhhGTubKw147ja68wE9yNr0ml6N3p7ZpoaRVEIt+7tomY4s2cdZhjw7iPJ5oKstQNXz5Ufzt+UwWVmS0CUxPB9ZKtdJTTjDMZfgOoWjmnAEUzRAtVbclgf/gUlSjrMYJeRESN2mqZuZWAys1NUUURt4VfdheaNXxuPk5g45M/scsWcpu0xZGASKqmP4JS6WYL4hNEQ0eSpzHUKS5sY15jj7F3LhB1o+qx+Em9wcd5oinWMLyxF8Geiq66KUUL72/JmRidex/0TApFnLe6raLvC8bo5/KEqekXNRNLNsXMFqQvyOfG3HHFFcN5TEljiQUt6IJbmQyG9kWSVA/I5pQcjU3V1gzW3aHL8hB6nCcm/mQmHOTLReNyzcNMr2uSILFPLojqhrgvMu1WhK3q2sDMR8L9prn0azP60aObreTDJYVXViIQp6Uwi6ONjuAJhavp+XYOVtel6I7WSjtzLbmxKWtfqlpofXAcKYW7b5h2zkfCxB6dUiuf3+P35Rb8hInMsOZ86eeCmR1bZd8Lw5ySAg7NB+6D399SfGEPIZ6WDZWPj5PWzwWvddf4HDKJv/dO5cBz/TcZSB+cPs1oO+c52I4Jn9ngNAxBEi5n3mljULJSGJyMs+C5me77RpO1bzUAACAASURBVKn1Wo82+Hbv+PRcEaNLX0R4deX0e/jXAKcLx62kuTqc/YH6jZL8KKlOu7fgtM79Gw/o0EyqcDq2RGbUZ9qa0Ed1tiKrMVTVE0Ier3E/T0rRxRszj0ZUy33u271Tb84vt8+0FLpwHxwKkhe11x2xsfYpI2SrF/Xse1DYK360EFYxA1y+iwRHl+9sO0gC8oTzGWMUNtVoahA5Ru9OmXDeKslZmlyfTOAXxC+sHM7585i50mWQLSXgYxAtxv7ElzYJuKGIXDDBqvH7eVZrha1fHlGEB/D0gEQHhxTe5lktjui+GjqlOd181SWhP6HfNbJLyrTPxwSNQfHMk3YRzAf9nAUXkWOVWbxGzjGhb14q4mP5vZUCyAhzcrIpPOCeTRUzwwarECnAqc6hyhhPBdHdF9zbzen9EttQNbpfMM+P4fxy9akRFW7LaBnOcyBDV2EpPThbk//28TF4E5AqS+a+uCDmS9DDhsdgIK/JJG+x2XienJlX/NX4TRVU+3ZQShzQvfcgGM0uKkZjfGfKyuTAEEVC+ET5Imia8Z2SgKebtl/rnmdD2+A3lUVUFA3s/+rMkET2tRUIY9jaNIsHVrmILKO1uLarmzPomF/TIRtOQdYiDKdyZ8zerYbPwFT10ey0TBJpT8UdS28UIcdRxXjXt3wfUXjMq370O3upHMnLECkUhXwKSu2U4+Tozyo+tjhSxcN4+OpQWRYlM3EJQYjFbyqClPANc7u6OVWv4sUtClidBpd1CoqsTAP3duHRM/WYmOnyP/GbVp8ofkoysKIrafFMuCYXpRTN4nneZHFQTRy2+398jVf8cNEuYYMqG29b5Vsmv8MGbkqd5tF7JLqT19Ot03rg8pd3HXB2X80L3aKBcxxZaAyjtbHu+21TRlV6HtytGb13NF/zTXYQ5za9jWj4tyQkA1IGdVTMhb44UcKn2766tWbRoZUS63+vH2zKSh42jU7qx5e45l/bg59u8P7zka858jDPJs+3wejgWVBVh2+tU0vhyMnb+XC8wWPLKbhssC9RTmwPddKW/ViRMAid6AAdyu24XWIdeHS6J6XBQn2z3mJPaV9O/vT4xnuJCdZRCsODXzo5st0dGXqJceDU5H8ANPds9GRDZYPtpmgWPxsWSo/5fI+PO0hZUyQtJZtHU9zHAEWr4G0mvIoe25PimeP9akaB0cXoeebU39SJ/r9fHPvG/SMmu5iBKts+VSIHXLVL5CoKmmugpn9UVbkS4jFwbCE1mhkuV/ER57A88Ztiqj7zBSvAk4eUeIivtD6bCMLjqulALThO6ELZiEmc008KvbvU1WC1kRzvvKhO5DQt38OucHbWJGcw8HGpBjqZe61GCHnu+mp2gYfK6NxPLJK3Rza7blKCP575g0ihpF8mRJHjZkuZUGRwtrHQTGffGL2tZrwCqCDbXJca3n9F2FaTV+jnVSB7FkuiF+KBsbPNBs3h1HwOgHHG939mLthsJEpnfhXO3i/Ri3gaoYquPUmJ/Oy2z5+VjiHtKWmFZcDOmoe94q/Fq2X+ile84hWveMUrXvGKV7ziFX9n/Kb6WSLgU77TQBjLM6o7mJXl+ZHQ9NWpUREOCY+Ujz5xsAEwmR3IMLoWRnZrthxGzA5AQaI7OTsQ6qmAl9eXuOKlAqeJM57TpzGyE+TXWHeE8uCUdw9VP6Ekt0ARTHVxpNKqYv2X9HqZXVeRgrgt3ocnLG5NyUp0uQQWjERxug16qvq918ptv6R7caGfnfsjlahaxx1qmbLnyRWb3SIjoI1Pcq9lvSo4W8yHJDtc+S3ExUwIXvzL6lJpD0Wkp8aKpDP5/L7tWYXRPT72y0Tseo2nn6/pY/BUCslrIDpp8iSzL/Nhz88iT1Ls34OuX/EDRm8OU72yCne7YKGjdYZ2xKcXmuSUevIRHJWAyuptQmgK928Ptpzm3PYavJy8zzuOPJa4Zcgql41y5PT228nH/VxKgrjzMRp1Wjl4B5U10aiumA+qFmTRRwVXC24VAY8xg4+PgPz95fzGcTsWT8vdEt4Yv3/TYBF57g+7KPcyFjTStFOrLP8uUaeWwuDaU0SFoVdHWUVRZfEPzYzzPuhtSiULdSvsb7Y+e63h/QdQj529Vr6NqfIH3oQv9i0eb8ptl6WOWkvBjw0bvj774cGgrHVCtCc0OaIC59mYi77USik3aklYeXrrzOb9se98u19KY5/qRtNO/jnbXjjKRj/PxakrJSZg+rT/xXByqvqFDPLcWWp9TcF/5ChuHOvgrVCEffo5EVzp3q5zd9sKh14TcMQTGDHPnICdW06072MgahcP2CW4PD7PyURiXFJygcLhgoTxMCyfvzlUqcs7S8UitxoX3M4wsEthWWqIk19bVky8r3UXfOsz18lmlQI8cv85EM5yXZN65F4i173vTvCE5nBGBC2Xp5eP8LlbuoAFRAtFL4+nrZB5CQidfZM1TT6T171PCLFWZBuoXNckouz5XW5Fw+tSfR4f+JkS6XP6J0LZZO15IBybPPn3dcyFZFpgPXypest8tRmjOnWfcPKw7JkKfqUEBUZFF2zZzLntuu4HLFSuXefUnNiTZz5qL6O7vxW/qYJqtIaV4AGUvdA+Gj0BOt0aY5SV/LgEmVPXYRiiFOe4pDLdorhYEqMehmeeI9c6CYY24XQSMpjTpwQYT7CTqzibh7LhZpdkqZFiDk+8rIQYTjLlMMe4xBkCkw/TqyA2mXJhfRnfwRZFBTNdo2stAy1j8QS0gA+jm3DmolKBooW3FPA4XBCt4aNCjOwf4+RLJjNf+4OQIc+V78LAFjZcpQQ0bkJrRg9M9sJhGzgLOokVlILUgmcSBx4eYLlD1iJRoCYsSVrwC2ZBNDx9tZZePFlUXQWTiy7+w38ssFQ8YFDyJKVqYSS8SjLz5INN6GIUU/Nwk/LajH706MMXiP2oheHClsnvhxm7lSBhE8lRKRvnhOuJs22Oa6Xnev5UNt7enEfLQ7MPHL8O9iJsu1LT00k1oGl7cqrcHGudYzYjPFyyptGvt46bcMu/r1VRV1w6xxZ75R9+PviHT+9LoOfxcXK/d77ek0PlnbLppEyx6YaLsKe095aQngkjNokkavornSdUKdQ6IT3GvsVeO/lDRQul6OKrKp5Qu+Q4tM7Zz7XWRILLuknADLUao4ftBEQBttfCsSfscBgfNPScRHaj7vtak+LgPZtmK3kQXIMXCfBxD7idpHDGt34yHoM9xTvqfqPUwegTMghW4zH5pnB8Qf58RKJ3TtPmT2ES/+2jLQjOtleqKJJnSu+GbMpH8t8Eh/IE+Z64p1f8mCHjajxMyezla5bFxvQCcgJilw81i/v+7u3JuFW+oxkUDc7M0skSAbNFMVjgY5k8QYHuqyk0RpgJS52iOdPYPO9XL5xudGEZYBseYk9P1hBjhN0KBOSsqLI/NTLMB4l841d78HZUcjvhbCCV1ZAtnqJST+e1ezZnlpmwp1VlFi9FMq/JtYugrpchsvZwkJvFiJSVa0CIfvQil9kwD4oKn3KfjQ6usS3LlBDVkiBtANCw+LfVKwkj4Mm57EEO45H76tlD7Gsa/cowpBia381Dgt/7lvvPw4xzXPlrYeY5F2fKxWOwMIXXRDOnmbla3GbLfeZFW/ib8ZsqqEyuDkQ7B220IGAS+0fQW3KjUECdjemtJHHjdhYPB5wiT+VPrtm5KIem99BVcTHsUmRaxdjyiIqNbXWPzJ8YOdDPQbfodM77trlxb30RC8PID0Tr+tn9chUvtVJFFidIVb83e3RJTlQaB3tlw6M7TJBKUUGHrC5GJ5KIbCbTb4XdbHGHOsK33heeWC2IkFOEwdPwbuJ2y1BGtzWFc1K5aJL98yDx9Z40zfuMc3ZnPBS6xvSuGrDJdhFT1XDKMkj2/LDWRyHrP/n7mU3l/YEzvF+TQkrOFy9fEPfwAJndvKJKdw/5Nwh+hbAK7tWqfsUPG3W7SMWtdXp1fkqDWykH7dEgic67OIw7f8l19PP2iSpCV1lziyKK7jtn8pl0CLUKrUyxnNir7klQ7H/pNDeOnFCpK5Qybzl6e3DvnfYR1/h+HOy7ss2JWCn0b51ivpKJ99tnfvfp08pw/u3Pf+G///HLMt60rbIdB/fHI59DMb24oVpiH3s8rUVzX4XGW1G8CG9l7rWOqlHR1T01s1BJXEa7sbZnU8UxtNqa7mspSHc8O+8igyK+vPHurdPetjXZ0SrogO2Y2WqNAi+v+eOjMyzXsK1skykFBJHgdq5Bs5rStOOXsyZq13fV6BxalxnoJjtsbZ1BJtFC37KwHW1wtgeylcX+FhO0GI9UYe3d2I/KuMd30c15Y1togvbKd37o0HI1KhGhFF0FuEnwhnSOdiQM73s2cCCWZB9+qdmVmIpbFjduySOakxvNidaYZ1iliC1ejrvxpLtDG8amssShigRP1FdTWFIR1K/EKV/PrpEV3n3tWWiIP8wJFeKIs852RLk/bCFBtgQBeZ2IljiVJ0/UE71SNJqeEK/du7PlY0oNgapSZmM6iplZWEQJpIs3Ot/LVCVdvfT864Fg5tQ5cfdoHLvU9TjdhbMLY/K6j4KdJ6Vs82OAcuVdYoKKc8498jSG8fQ+DWmhDBuvIZgN0g6U08NMeU4GVSKX82KwGlfCKCyxHrqvZtz87oTnnvwLZfO34tXOesUrXvGKV7ziFa94xSte8Yq/M35TE6oxjG8fqcElHqpbU6VFa3CeVgkZTtmz29yt08cIp+rZQUhM/5xJVAC5uD9qKSM6R9nplL2mRQBy+U4FBr+scbpoTH6mlLd7qJv33i9ZXDe8CnWpy8TIbNkBWEgjz6FaSajcfHxrHZeLi7Al/G7ygEzASkWzs6KEl4GZI9ndcXGaDHrih8tZkf3iI7WzUygcE4pQnY82VmdNbKCecqkAbtFJnUgYj6atzMerhAzqklV1micZbXpbYetzje+mYO4cy/E9xvU+4TUxyntS+cv/XyiEOdObE01BrTxBKQNx7arfvW58EXk/lMqO0/Ix5gH3nPeYvFzGf/hQEbacOH/5+hXZb7SEY9WjIiJL8ry74E/8lq04dduQs9PzPr33O7VfU+RalCJlWQbYGLTutFzwt73y0XxJmm9a8AIjFTE/vnXO0am51rwIdS9s9eJ1nW2gHT4n/6iac7hwT++rf//TnX/+ty+05Fjdbp+oytpLuw0qLG8bSV+qxYkYRh/Qc7nXrdCDmBGfYcn3q74kfsGRWhZ8JfZvuD9SPr4Ib1UYc8rlhpXYGyA67+3RaE9QJm+rEUu3wXYUbgmdDChUW34sfcSeoSiPuW/hMAbuE8o46BL2CPHZa6hy5XO03tlUn86gzqdSGZNnQWPbhPe6r2t+jI74VE8E3ypmg4/E9eh74f1QPr5kZ12EWymcS8I+9j7Ja348XiOqHzls2IL8QUiQX4AWX9gZmBQE1lS3FI0JrhZqLoSW06qikzMda+9aZqGWOz3lkDxmJ5RtGGP45c+Y09D55yg0u/hMZXlH2jpkhYAMtkkrmFzyJ6l/IRQ2IRR3h1/cc7WAs00Pufei4b03B1rifLSns97JxOwaxRVVbPd1TXtVtk0XF8yH4cWxaU8jocA8LNay1YJYWZ/D0KCLzDRsk4A0Lh9UBqqybBu6C1tL2sGcxLmjJssra7gnSnHy25yzGT2nZh2nd2Okpn2rRqmwpwrk7mG9MLnqntSnqVfs+R8bLNn8WtOKZqKuvMfePFPavCcubvgrh/lb8dsqqIwltjBNE32NkcNetzxtSW6NlgaZwwfdeyyRfEwUOrIkiyXH41c27il+sF5ycjiBhM9JiR2BmdRfIL8QNNDl6SAWnKruFtAxAhJUa1leVupOZ1zecESeUveyrmGMvngbWgpHEhEhpYCXKOqUNIdi85pKGmLa4ooVNDaMzJhaD1H2KS8/eshA12lwbAUdhk+zQM0B+iqo2mUSShRU/WkDdTcwvfxgUopVYAmCTKGLxTXRml/4/L3CsAtSlHjqZZyYo+wlu752jqtYMpVVPFd1dHGuruSmPBWvk2s2i7DHsDQEjtheohQ/fKhURkLf7udgGwN7j+/1qMpojW1PvzY3pBWOKWl922CD2oVHj397EJy86Sunu1KKp/hF3sduy0duk42hgo+Z5IdM95Q97gMqdcmRi4SkwSwc3Ab7FsIW/+lTJPY/7Rt1r9w/fgXgX//8K3/8cmf/ac/n/Mq+b9T5nADq1ISq9DZ4mC+uke7O+CqRaQG6FbR1zkwMNoJ7gUoYdELKgV+Afy/CJhr/RuxTW/204Hgihb0I5+MDyPXvF0+xigfZfa7voVFYTqEcBIZzX/ymMO3slIXQDSOZsYq0t32nN1sm6uwd0X0J+pw22Jrwlsfq19F5dEeSA0ERSqlrX/2whnq5uKUq3G6K9MrHvB/64GwVy4uo+4agAQsEbluh6oalYf1or4TnRw4Rv6wC8DgXn6HzPlYDV72i5sgUuXIPWDu2IH4qUTL4KsqCsz25xSEH5auo7wMYT6egSMACZ0N2i4bSfPyJZ2EQf+4eZ/TQCz5fRZBml+C2CiIWOQUJU5SLzxwUgEvK3cQZT55SOpzff9r5fGS+cQqfd+MjG0D3ZtnssYsrVJxq1/mrhD9o9W29RrOLK9Y9c8eE7I0+OOQyUR5SqFromRMNy8b7xNdZvPt78siLRMP3ZNDmpmSKtLZykCIeljLzuxoW8MkFi45CczaJiiQIeZoX+wmitLlHFo29dto07CUebLYyyOoag4e8bLcRQjfz57gFLsGPF4fqb8ZvqqBy4UlxLW1ap5KcGDZkKVkZg2ZjEa2rlPQxuDwcHIFxiQyYOJVLgQ+NkZKtSQ4herEGVnL9HbFghPrEFQpc/lL582BYjSezNjw2pHkbmydx9OI5o1XYJilUSxhmTsfvkhO0uRlZbFzTKNJHY5wjij8i6ZfyH0xuRZFn8QUZPFpbhaGKshWn9fk5ROGi05jXFNHLKDgKzauYMQ+FK8uNZixxh8lNCPVElUJ7RGfeLIwDZxLn1Tioy59n9BGdsbVJx3/WvMCfplMkb4tLtEQTIb0GWK4XIXN+rRqdL13cMUGrcuRzFFGGhboPxPThFT92lKeau24Fb42WU5S9OPboS4VLpMG4fEBOGzAUQ9hkTloGjzFYFU9zTs8uB3Goa/XlERVcpI17dil9hDqfPfmlRP61SA+0zWg5brLN+M9vn/jHXzb+6Xd/AOCnT4V2nkvV7ysd2+qa5vz68eC8G59/ycLwcEZXRiZyXQe19DXZv/fGcOGtTC8tR4os7ujjHGHCvR/UVAcbxfk4T94IPtGnzxvaHfs6CdmDXz9O9im6cBS6Fe4tCqpdoRwHdaYCw9l3XZlkmJc6LblqjZLT+PxcPQjc0gXZZnY4OPa6fF8eoyfBPr67rW4pQpHF7MM4GRy3+P1P8sbH6ItcjwmjXDzOPoya3FCAIZVSC5vr6taL+HdehkWF067J3tttZzCuaeGLqPlDR3syuB8StNuSSX5BonhaJqzZeB2zbRfG9u4DWTmGYlZoU/1SK3hhzPJGgj80m8btNER1TWHDBLxc/p0lkBYrrXbHzC+tJ+Nqlj7pO2X/JJ9EZlcmHiOx522ZR3Uc12uyIi4Uu4Q1DOEvX09m9fK+bxTd2HU2tow2Yk0sN0nv3Edb/p2qFfVLfMF0IEMunpdKnP5PnV9TwyY0yCzMhec+7THB7znl9+IcHfqYzZYOUoivb+ZNk/N/rVmzizPXhtG7X2qJIz632ZcOHlfF0hPMFawKx1RXPeExnLctX0+zweZKz6l784Y+KffZMERkISYERXzJAOCv/eVvxivDe8UrXvGKV7ziFa94xSte8Yq/M35TEypErmlQKd/JPT6GMazR5kgq+j1rSjF0oK6o6vISiEL/aTKDp4rp7GAG9GTBzMacalxqNVrs8hChUMuF27URMuwTI2v0GMf7evHwLmhjQf6sR5fC54xdFMEpqfSy7RXvRpmQEakMYEx/LmmhYpjP31un9b7myKZQPbDCcy4mEmNh0Tm0LxS/sN5lE9wLt6W6MxhdcY0O9fC24JEQMMTozsxpoqcqz/zcA+5n+V09KEh6VYynWbTAmmphUzZ0QoRGSp4+jaHEJ3Iq0IFPc7j4yC+MtRoUM2yqQI4cyRdfMCUVoYhRsn2z327sWtHkgj16w72s9znf3yt+3DDvnNkyvO075e3iArTeUVd6C0jg7bbhWnCfk9rwZnK9Nt6RWNfisxur0dGdtgbmNCuQUxPxAdjqOKvAJnXtWbfjQI4Ly9/uxtmdkhzJoxTeP+384fNnPh+f4m+s8Zev3/gfX2JC1dw5bjuTmGnmdDf2OSW7K+6dy/JIQJV1e1tM8Scc9+yxt/YF33OOW6XUDUlbC1qhfXP2T/N9FlSdbYvrfpyddu+Uz3HN0kMt79gTYzOEZkZZIycBH2uSjwrjPjhzXFRqYGdmV7t352GO8OA9IZvjNGqty3/r69mZcsgQUGiDJa3MMKwIk4Ir5hS/RD67DU6z1QXv3ahvsrrcuwVE/N4v3kSpoah21LimWpO5MZW+pGPdF5dsnhOv+EGj+4L7u4Z348i9YZfg783zpI3gUS2fQw9/ITNfk193p7tguZYHzkZZKJya6JUFG5R43bmWiyiI0vOeH6OjwgWF95jyzvvP8j+1sCB+4mAl+N3xpAExWwgenNIES/jcVPtcv0+6wYK+ITSBBAaw9xF0BLngvlvyzudy6F75tQl3uXxJu9uiLVRRBjFtj2vQWKdTLVFTUH4u7hEc8amO6MND6n271POatDXN7nj4EG41dw2gG1L2NUXv3RE1JgCv9eCiTvSQDoLrttJLpYrSZ47ryi62pttUQx2+5QP2NsLXzmXtEyJh6zB53mMYXnQhpHaMrn0pGdeSuMpX/NX4TRVUw3zdfF2cKmXJg3dvuDl1bRyahVAWDV7BJTao6R0QDMK1AMwciizYmA9niF0GtctzYM7H5SJWQW5ELBKzCFAuGJp6iU3DbV23aOCJW3IuagkssUwZVAz37YmXVdmqrAXRemP0CxKCC91tjfSRDaltGeQWDZggBXxC/0twx0YWYVoU2Sp1XjeFoZc/06GV+qZ8yaLv28dIrwnW52b0xWw14ruYUhxVCiqCTKyME7AasyVBTHKZ5uYTV/Nk7icxop8EN89/m8NtRcJzYhbUT/Cf+H0cLBdfKh5bRBZnzkNs/TtSKcoqbncJyMVVOL7ihw+XJVqwUXh/f1ucmnOMFHuZC37jtl8eU6bC2Y3H486xzQS5ImX1AcIPb9i1niu87zfOM4q0YSECM/okGDYeduFX91tF9DJqlE+KDFucq+pQxoMiv6x96+vXO//Pv/2Rf/5TcKgMY1P405/DBBdxfvpp57ZN7Ak8hqw9apxG1cKWPM5bLwz1y/OF8KT5SD3fvUrAmEdjTJPkYdQy6JMb1oIrsqBG6lBZNghFoog7Uga9t8ZoY3GmRITz1Mug1FM0Zr/wMo97Y/E8ioR9xLCnJGrDXdhyPR+101UvXgYee7ZPvz7/DkY8uuOu63Ohd+738+I01MK2FTSTFE2Ps+HtyWg19rjJDRs9kqQjzzHvnaK3tccsDvErfsi4d19JfqlK1Ss/GOFguxq4bho+dLNiT8qCi6+CXMWposufzMWpCEUuqX9UVkOmJjRvJuUOIWJhT8WOclnB9OBQTl6PIXSiMbs0mCRqomlgHXA6rgYMTi26zMmr1IS6sq7ZniCAew0BiJlvnM04FSbHe1MNDjhjSYrf6sbvt0rPKuzLiAKne+yr4ho+osy1H+uu5UW8qSClPEEIPeHVmZeNFMla+YezSeHUCfeOplQ9Yd8zT6xC685VXwWE8Ehu6uSPTm66+ixUc8/KYssk98RhuNriiQ5RCk7Le+F0pzps1cmXwE15qhsxVXyMtf+MEhzdaVC88shX/NX4TRVUIU4yD1AH+logm1Z0ezoMXcAuXL/4VPN7TgSEIbLUZcLB+0qMVSQaofmzp6rM1H7RzNf/ZiL9lMRPrpKIr8JAmYXfLD6gG4tLsOWiPnt6UQhQ6+L7jDaCiDq7w2bhtzCJrQLbU9I/gLM7tRtSn0QlRJY/11YKpZZr8mYSE6EFPy5BOM8elZiDX8RWpTLMllDGLG6vflX4Vk3pDLPBcEPwy4dmdp7W+h7x5ldTyyhSFubXPQwJn5hh+e+zENUEQs/fSpIxr+/HBHBf99TVGMyOYWvhNyGp4hVN8DXBesWPH2bGLT2gRAsnHc0bYXSliPL2nveoxPqbHCunULUyXLlncXErsc40G3/mhp1jebB8ut0QcdIuJRLwfWOkga2Og3trHFsWbR64/1udjSNjk8LbLe7RP3z6zO8/3Xjbbvzl21cA/uuf/sS//vkrf/mI5xRX6iF8aEyP3rcb78eNkQXURzPAuWe91fuD/dPbWs9lP8DGMvodGjyQieX3GgkG8lg+Uq0ZyrYEelofmF6d761u9H5tls2gPHHHqoYK0VyvrUWnPu2cMB80d36XCnvlqLE39jnZqWziqCsteRClFFo3SpqYUpSiuj4HEUFLRXOK5hod4KmWaC0MkXWkEMZDGfbgkWZ6b2831J2SXFGX8JDZXJHZCFZjjLZ4E2Gg3Pk4kwwvwn5843Ma2p+vts0PHTLKaoZqh65O2txhmgX1OuQEoawc3swx6XkOZ36ghbe9LJ+yTjR9ZhHWzbkV5Zx7mASPenpG4tDN6NnI2EWReolSuMVjZn9WLZqVMiKXitcMJTl5y7xoiiYsfzelqq3iBUIdr07TbVWqwD6Funxj3+HTPsW84N4voY1VCpqtAuoxlGMrHG/p2eTK6M6jz2bY/8/emzVJkhx3nj9VM/OIzKxugMdwZGZF9vt/ppU9SUKGJJpodndVZoS7meo+qJp51C4GD3irYqgIGpKVR/hl5nr8D+HDBjqLUzG8nOrIjtKjpw20NAAAIABJREFUtRFfe6WUs9jBK32MhQwwc4qfOVDD2DUZjtn1sQG9n434yUeb98I8zIZPteUodGYz/bAQvZkeYEgUo5MnNiyK2zaHBgpg+DjzHiz5bWUOA4Th2zIS1+K81Y1Loo9uRyIKnvFn47sqqKS2lXBXAR6kNk3gwNeEQ1yWUAEQkyY3irNe6hqVxCmLjjP2vrox2kqu21mkRTGwyJRMaNn87SiI5rPslv97MLiTHFOv6YxFxTYTgwG8FtjKOYIV6YxTCSOU/paiTWwkfSb9+w7uS85zuKG+RQeYmKqULCRKnQp6UdjpLLAoKMtTHVPHOusY1JRb72vk7yVM8qbiYrfB7qeQhqpx7HYWUKWw+alc5h4yr6XUuSvENXq4gSFqfk4PyQJwwSHy/sxjdHJTmXA8yX/1ufkoJramjTFdDLGQeb/F4+dnUrhrR6wvRTZHKVuhzRH9U+Xvm49htrq7IjDGINVs2JpS1BckcB8xNUmfV0qDPgb949Tp1JcLP5Tr+nqYQY1kKn5JER9oQtu0GIbzQ041fuFgPwZ4fH0dju7GmOukVT5dK//tx4DK/cPLD1yacPMbf/z5JwD++fOdX/fbUqsDuL0bLzq7u2EVMF/CKsY4hC82YYeFcQgjjXxf60Y3DygxUMagNQlTUeA4Yj+5XJRbyoPbONjqtjrjxzHonMpghYC7tFxMHcX2M/lolxrmxVkgHfc7Wpwtr9Ph8Pm48/6RcEwpYVS+8gqLJHJTvM/ETLDDOVKrc2tBVF+TekokQ9mKr9sV887Yp6BIJLRTAOhy7dx2XZP/933Hv8Br3tutKuqdIYOrXPO4euy0K2mqqBy02QjaB5jQtzyG+iis/YxvLXb1VSANB8WXHcmGcrezcNhKDdXe2YQYloJUrAJKJAQjJiy5acimZ32EuQfE72GwOZRV1EWCfYpkuRmDskR0TAK6seqv2ZTsZ5UlBZzOmIVENnDndqMItcKFWKvDFOnCZdoTtJoKyfNd7aieWsVSCxd37rOB040ioLUhCdGzodx8IDnNqdoCrdSy+Vmc+401mQlw0dkkNpzDxtrDigHHwdtbW+dwO+5ss5yTwu6OTSqFC60I3Z1jyoaqJoLwLMIMX2qolwr3Y8CYDRenD1sYYktridWulZjoL9SzeTj/5HVuAqXVSCnz/rt4fLHQVQWtRs33ydCOaT/NiJ+94b8Yz8vzjGc84xnPeMYznvGMZzzjGX9lfFcTKsQoCythuDmTauAI2Fh+LwXldAyKr1WEokLJ9k7Iao5T11+htW11JEWi/C9zyvHIn4gf4BAWRKzMZuYDzt9E13h1mIFIClfkD43A2E44zdYKCou/1FTxUtEHSe/3vS+sqztoV9psIV0axzhWh2LTxtbq6jCVJGF3P8fATQsgDD/5BkLI/gL0HqPwmh2kj3FwO7JzTkzV/MFLZ4yA5I3VoarR5J9S7xriHzI9YzyuRhEhrXBoJXhjs9vTbeBSaBMLqNB3W1138yDzTvNRkTlNzGPyhHbmMXR3xGVBRCG4U2HOPNtxISAw7/jH0dmBW55nVWVjWx2j2p7d4289atuwHDmNw2JKsYycncM6p91jjUnp2hKMfQwUpWQ39uZO7bdFCjcPnsQCv4hArWgKXVRp3N/vvCcI/uqOvjZKwtAOV17KRslnbdsqf/t25R9+fAPg03bBhvGHf/0T/8f/+BWAu1ZQXRC96oroWNMdK04ffcGQp8HopwUzHBiD1MlAy+Dwsa7Ci1a0Cfec3DAGeg0OEfuUb1Y6tjq8w8PIZfrpbYTh7VxL3QxVYZ+t9sNo9WWR53c7uJSCTqNOMy5Fl2T5z3/8d1Qb22Uq6xQukuIXk0PVBNTpEyZugo/wK4xfMdjLMl1v1EQhzOl/QdE5wGQYXAuLuP6+Dz7eb8uUV16vNHH8WikpCW1uqLJEiFwOSrnS7L6uUz/gl/Sh+uH1SRr/lmNTTuSHC68iCxrXR4iuTGuYQLmGcS8AQhqPs3ISt1grklNXKQoDjvS5K4S59BTaMjqf7ydHT0oN6PqkBBjsBwvvXkqhdFkT1AGoFsyO0yOylID8rwl3dPLn/lBUqFpPHiA51cqlea1C0crcPoSY8rxPYR46pV6WQNUxOltJTvpMB9yxIcvfD7uxVV3rX1XoZtOtAhu5Vyzk48AGizrhEjnKkfYVWh2Rxr42boPBMnDvPXMQQm49rpWD+BL38S7gJ4Szb87ohtQpMAYczsT+uEZuOfcXLfIVgsZMSKfg+LwhoUWmsp4x9zRZntM+TRpL7ifFnH43JPmzE4b5jD8f31VBpcOxdLb29EpYYngiCEaR+XAGlK9NTo7HONvNl9BBlxF8ptzACgLuq1ixPii1fkV8foQRmjgqZSl4OYNu+3qYcz2tXwgNBEFE12YTC/VUZdGiMMZpBpz8psk1OHpPmFt6GZhTpVJy9FykhCpf3vmqStXAE8/rpkV5kW3xOEQTSjeNeh+JX3Fx2ffBfY9rfzsO+jFWcnOYJcFN12eIS5CwAbOeo/a8DukAf/KrnVqVbVPadIVXZZhgOnkfFr4M0zPMIwl5JHc7/1+mLKuAmtDMcX4306STcxW+VjzM1KOAnkna8FARHFNkR6epYkI0/Ltabv85o5xcv2Kx7u63NFXdDS4bl3Tm3Br0LtRp9lgLFae/2oJsNU3e1H3uW0KVjS3XqzSnSMVGejwdO3tpD74vjqiyzeJGJCAduXiKFn739san9hK/4M6ffv7MP/7xZ37LB/elFb58nF5YooXrtVKzofHed9SNbW5KLnR1tixWQsgBbukR9+6hkvX7llyzppRWFw+IMfB9QK0LvtSymbEUEVOkZl7rITteKi1X5V1uqDeus/llAbFcwkBF2U2ox1QWPLjUxj25a1JLNEbyOqoF3KqbL18pKdG8kjzwWzf8GNg066xKIOziM273netWF+G7dKGok5eRPgRzpS/1sjQrz/tw+zi4XpRWKtd8hqTH/Zj70u0wpMS1m88HZV970niKUnzTERpWuZZxvtjgmvRoEt43k99uAzNZFIQmgM895YSF3cexoO51OGpn0g2w3z0VigP9Ze4c2UwtzZAGHnRL5BI0iJqbmngHOW30XIRSYAxd9IsmJYR7HjhOD3pPqDqqJ7+5iIEqZXKs3AMWOIURxoGWEzJ4GPx227/y5rxLiLdIrv/DnOEH1hcWkmrwmp9x3RqXB5GqwwbHkhQG3GgSzSIIRT5DeZ9Sg91RjGPCEi1O8DiO/PkCUnGmfitUAh5+LHGvuOf6IEAj9RT/MR8UqezZ0NlMaAo1+U21Cbe7pTBS5LhaHM80v1gUXyosb0xzCbLEKtIlzZ/z/ktBtSFlQiWfOcxfiu/q6rjHixMmUfJUu1OREDJY77IQfpgvbMMJ/2hbCbJ7TJ9mweQjkuOTE1UCUysTGxwP4jLlHcIYnX3KgSJU0TVtmiIWa2OJ9Bt9EE8oCrXUZQorDr3I6kp1m0SsXCDDQpZ9ylwSijeLa1CFJhvXdgpCHPjiKzVaSK2XkZsCy4fvFKEIxZp9Gloezsf9zudMqMYIrPHstEzi2Dm7SzWshdOOD1nX1eJFsAQiNCTHVXy5xsfM0Zfs8e6zKDqLnaKn4WB8fqgyzqvNvP55DPJVqShLWh2SwzFlSx7rSX8oMN2D5D4vkwhu/eTIPSlU33z4cTBbitd2wYfyS05mPo4Pqg/e8hm9bAWqnqqhHJRrxQ9ltk7dO0Uqx5QYH4OhxkuKJ9jhDN8Xx6qUyhXjIxOFjz4oAp7qdZ9eQmzh9hFr88eXSnNbUt/dB3/4j5/45fMNTba7meGHTSVuSnU+Xa5L+GXTwe3m3MfE0RubVG4jVSkQLqLce67/3SmXK+nRG0p1Y1970sulsQ9n78cSuvHN4UGEAnNMjDK/f3PaK0hyheQeDZilsGqOmD3Ix0ejQ6d4gzo3O6dsr9cr+62zJ4F764NeiEmcPaxnjJaNkC1bbfvkZeyGV0MvWVjawLUsFa6xH9Ar2xwaDaHqBUtuSGmd2sqyYbC9c++CtlByhBjgqfTFibOb8aH7uje1ElNwm5ftqcL1TYf0sxgizOynFstWQMd8M4HZznBd6rmqwuiRmC/9FnF674wp/qKO2tn0+6EKNozblEW34CrNpjI6KMj5jLqEAmce47UWboz1rm+EcWyr53vRR0fKWQhWjenaomz6wDltWhRHRU/+O07HTs5V0ZAxzxfrPpzjOLilQe1Lib6puOM5kTrGwMyo0+QWxV24z5FS3ylNuOZalRFHc/Tz5V21ojmp2RRue2fkPty8Qd245trvY4QwzpzsuSe65WwsV4wH7Q62Mr7KWW3ElGmadQuCqlLy5klVpAmSxe/hA22yBEeCi8/62sVjsqaCTVLdAB8nR3Pxw6dKrGjssQ951DP+5/HkUD3jGc94xjOe8YxnPOMZz3jGXxnf1YSqqK7xgSYU7iufxyKrYyAAbstEzzz+I+7LW8DSjHZOrA4b+BhLiSpG2raqdoVUWZm8nADhTk6WK3Q9R/rh0SZh5gkpx5vKcvM4S6FeK1UmED+lNRPsO3rHva9OLxrTqalEVdXhOP25GDHz7Q/S7jqcbZ6zG26DJrrOI0HU6zjdhT4694Qp7btxO+7s2VVV8vPmR0pMkxZPyyuGLahC0ZJdOVvXEX9QV9SYwPXDlkypM3Jsltc2YQG2JkqhDHjisj25Lo/jJVkwBCN9ph4gfo8/LWs69dChScjQifgMqOJ4mHqpsaaJ9vjRz/gmo/fBlsav5do4bseSDL6WSt3aem4/+qBu5Zxw79A8TB7f7x9ATM6vbxdMA9fTCB+ZaXugHbr3tY8NHIYvMFzVWPlTmW7/MIYIrymT/mNrfGrXhdv/t//4jX/8+TfcdfEqvhwfHObYXN+lMsTXVLxpYTf4uMUxXtAwLU6+au+O1LoggIweVgpd1jHb7lxfU4G15vqtZfnb2G4wbF3LkZ4qloqKR3GuOBz5N7ziucaBkCd/mNQLUIsv2LJ5hX4sxb1jDHY/J2BdlKoxAT8mJ06iY7vlC+CqijXFc8/p/R6TtD47wpX73ZFEJBQCQjiVDMcYbBvLC+vnzzdEdXFNvCjiTj8O3peUbMH6sWA/uLC5LJ7XLsK1CJeEVx5PyN83HfGWeuS3nNPsPgIvMd8vc24xeT+oU1Khb/KTg2ijy7g1rAc8bAYAKw3xgKcDwd+0mMwCyAjY16MJbyuNMrlBu4Vx7+JxhWfVtuYqpEYmXJcFnIaicv67UPBq2JH+S1oovp9TEi3UUk+eaXpM3XP6tCfNYeZyNxMuHjSOyfseNnA/4fma8ndHTm8OT8TSRJeMyM1eJrRWNCfoORXrYKMu76zP73fqxon8qYVWCp4q4yI91BXHadR8iOPqKx+MsfPDtCiTz1InWkkxk4VwIqjtZ44bP75QNSIBnZ5plKgEJeHwh1wkEFVzsjLc0CKLe+rDGIefysXLTOwZfy6+q4KqbbDbTLCJimUKJ5gjQ4IITSb9ZusF5COEH2op1Ll3aGWMYy3UQmWUM6EOiqEtmJlSQM6UvDCWBxOEvLDKAs6xSRrD5T/UXuKB95Xno0L40uRCNpz76PSE26kKtW7LltxFGHawScJ5xs7OKUk+ADVHjrkoS0gzTxyvOy6dMcope+pOQxkTP4yz751b+qm83zv3IciU2vSO0JcgSJ0U1NxIOpbQx3kvClL6Q8HmdLHl76MWBjMutszuQstdF4SnCWGwO/lqyXydkuawgxjlwZzYsEUorxqbzCx+ZDiunMckcVxxfacoCQt6EyceBXxZLwJlYCe+/BGT/YxvMu73++IPeA0+Qs1ncFR4edm45Ne/joGMgy03lF4KJoTYSklosgv3fkd1wsqEw/dlzFkvoLuvRMBs0KoiuTZvCMX0NJfug9oK/3ANmfT/5W//jq0pv34JON7/82//zsceghDzpXp0534Ir9e5FoTex1nshLYG9cFAtBThmsXOOyFCM/3Y2kWpW2NLz5cvHzf2vfND7g/1UrDiHPdj8STdDB9jvci7BVy3JrzSyiR3T6iKoVVX0taHca3C2+VTfr/z+cudngVVKYLUykgRCxkS3NS8N7Huha2V0FgneQYu9Nz3Sm2Mu3O9tjzGgBa9vyf02YyXqy6p5psY5kaZKsneKbUsPmwTxXZDr3O/CKlod/B5/1P6+SN9Bq9tS45Kfn84Vk7Y+RNX/G3HVSs9sbf7cEwdWTDO9Mpcho814ORTJMtDJvtRG2uMgQxhZFEmJnQ50Ez9Dj0YNpafo0M+S2fz1P1CqVm+SXCFTuGMEMUYU5hLhUu+ex/lC1SgygMUTc7mpc//PMAUNf9Hnoq5hyVJHBSHdW65ru6m7ObI3K9ccFGsnPQMLUIpbRWWQ+JzeCgcHgXDZkzu+UWFrSomsfbvOPcylsm7SYhW1WwyXbYLh/azWBqV9/GOFl1iXtPza0EjyQb9LGaJvGOKWRUVjt1WziF5zRbcl/TlXDDDQdVyClAkB1xw6rKHEfoD/aKRBsfTf8sV976Kels8jmf8ufiuCirzkxMVdKnzwTitpHIjkPi+zE6gePCl/MSwHt3wk0uZim8PXKAg/6yOgBN8q5WE5+/Ml34hvJe+OiY5uwXxTi8PHkuAG7ufXYmY3ihLMsGiOJwEyjGcgeFbqrRobNJtdpuLhtLN7HKs8cp8FKLDJHIqulQpDAYyf0Z2HD3NAbtgdjwsbGeoUOYuLYY8dLlKCdGNU2FvRLGxBCSCjyarWLG4xs6puqdJ7pwd6lpx9OQ3iWKjn3+jRFG2XeIcVBUbttzaheCZrO1Czo3qMcRPbHjc+bpIoFWE0k6BkPnvfQqRHc/N6FuPrsI9X8pljyn4fClHkeP4xMh75zgGLV+ypcYzLyp4FlB+P/DSViHxwYEMY7vE7+w2EGRxHoorRWWpctWqbMI6psOdl1Z5fQ0RitfLBR93fvrlNwB++u0DrRVc+MjJyfsxuBTl7S0+c2s1mk2zq22g3U/FPQuRG0nuUDHj/eMDTU+XKsH5fHuNpk7bCu/vOyO7ufe9h9LYsLV3koqnU4V1eOL3cw29tsqlKmVMqZjG+/5By2mhouz74LVNMQ5Bm6DjLBKrwT5rQlUqxp5/fzOn5QRA0heqlWieTB5FP5x+hPIaQG1KRZie6mN0RIyRCbGY05qyZZebrTA4Dc21Kce9c7/PfdHR1iha1mRtjINLq7R8p7QmvDZhv6XSV0/u6BRKsmfT5luOGw3LmY77AJe1DlsJnnWZBtqlYm5rYuUekxUXQgSCEDKoXVeTD/WYHudj8uXmaPE1GXYXjgcUhyOU4pR8htVHcIFyPzJRXGw1oWutSJEQiZrv1uSu15X3BFJosZNcYLCmXiogta7cxDymcGtyw4hznj8PoWLsp5n5cENN195cPTKOxbl0x4ZTM0dxlQDC5HnlHeAjr9NuOxcv6FyHl8LlWvAjp/SH8eXolC33ky347C2LoXF0tmy4TvqSi1CbxHFCziZlTeJURkytpwCZRKf95GzHdZv5Y7eYsM970SeyaBVUOfX02C8BioSj6JyAl03Dw2wW5BjUthLSp5XmX44nh+oZz3jGM57xjGc84xnPeMYz/sr4riZUt3FiQR1oZms0VZe0+MmhUlHa7FiIUTy6J1OlKboswjmLNlxPyN6DTE3+f0yvJvbX0VBdehhMzC5SfD+UrJYLec9ujp5/UiU60LMbMyRQ1jrbP2Z0O+W+VQSRuvyaxCtSzg6VQmKFT24R7kj6mrikT1TR9NVK5OQwxoi+jY3owk7o22BHi66JkzhUAtYzj8lPNN5SvTvVz4JfNf183ENW/ZH/FMcmjHv+ThO8saBP0TnS8zM8JOu9nlLQxgmV0sARnDyxBG/OY3LxgBTOB2o20u1rtUJ/wCqISPz8eWtWVwgCwvGMbzsu9YLssVbuOC+1Lm+S2lp0aCe0pQfUZHqhuIZr1U5f6pSjNo6+kwhdBGU/jGmnp6VgOlaH0D0gt5Mz1d0o7Zyb/3B94X/93Q/8tx8D8ndVuI3K+z2OeTejywCvHAnZHf1At+viF2ktjH0sKeWtNqQ5qQDMMQ5+2XfaPIbR6WNwSV314c7t/s7lI77/cn2lvlzoycHyIXwcHQ6f6t/o5RLT+GwJbyU4ThNGeGkV+ljde6kw7hsvCcERMw437seU9yXsCibEx/lKsVWV2NtzSVYzRBzTc323IrTSGD2m/b/d7uy70dMj6s0r5ick56oBYrKpJKrBo5jvg67Bt5qd+lIb2gfzICqCeUy259Rhd2MTR5ObcdjO570udTIVZXPBU912SlU/49uMaj4Rp0gD7JTR9uqRo+QT2jTsT6Zy955TnO3B+640Rcu2+M0ihL/mercaqicyYxCTmpOLHG+5PdeAilNVFs+cqTw3aUASqBl3WVMypCCqa18sktzt/IzdCaW5dRWmB9ScUA3cfOU87jDKeZ1cnKLnJKYjDIk1P6c1JnFOE+FSgW7CkcnIRsPM00kupoGygJHxDn/vp90FMjDVxZl6aRvbcA5JC43Rka7IOJOBYspwO98PQDFOBVYruIyVc5ikWuLMk1woCDVpK4cZ3o195ZuFIo8ImoABfoXOSij1fCelJvQ6JmNQvCzJ+qKKt5PTO/4cbOcZK76rgsq6rYdH81057SW3IhS3h/FpmJnpw5Aun7eHUbVh6ClBiicb6IT0BcY4i7QctU8Yy6RPTWNfJ8Br65XnhridcqFamCXhhLoU4mGeiQUecJX5N7o7dzv/xrU2RAqpDkrbasLf8udHQIhOI5uQ0nQ/oY9mhpeBZFbnEoIPtyy69tFxgUuSq7VcOYbxkePz0S3ENjLZIcfMczYtaco5x8eq8lXhIRImyPOYXKIycRSZO2Thq01a5o17KKgqiunkO5WvJIUVBfWV/IiVkGV/0Hr3uGHzF9b1n3DLU+hi/cbEbTJPRFhUNFSfm9G3Hm+Xwi0LjY/7TtFOvZweT2bHSqBrVcZ4eISyN+Ndl/HmdhF++bgxEvb1gzbYKjqltRl0jDN9MboprU5hhIPhwqdPsRb//tOF//L7N94+hZGvDec/fv0TP335JY5ZSR7hCMEaYo9xH0x6YvPYOZkmjpYCMFn9XIrDMPZcz27w9vqKZYG2I1DgI00vd3bU+tloGEq/x1rRbXIUwE3YZ0JTw4+vPDQ0DhMsmzpbE364tOU7dfMB2OJIOS320mXUHTdg8bk16bVTNdmdPgxFaZNv2sMI/lPCM38T6Ptnpj93r8IuhFgG0Gqhmy9IXzfj6D0Mgkkzdj1FB8yNS7tgecx7vivu+0gLjSiUe7dTNn04h+1LF/vSlGtVbgkznH/rGd9muNjaG1QLUjXFqlIooZQzQ+6DWp0v+SzcjgFuaGmU3B8+tTDUfaQp+KGnPcEw6L7yDmcKZc09DNzGCSlVDwn0Je4lX/GOZo7z2LyuDhdkQRXbJnwceuYDBOROpmEtYMegL/GvEOqZtg6CgAl1TE53FFPzmJ3wdzKzxS8rKqAa0EBSz0FOfvNh8S6fr/9qQquyirjuDR2yih+hIAZfvkQBdXkZvNYLl6RFfBk94JPj5FcOzWbY7Ld4+H+OmTcROedsuNRS8aRfzHuxVVkCQ27BrV0UEoPY8ua9K1Q7DdbvyapwZ0GKg7cqS5RseGU8zABEfHFC59fP+J/Hd1VQbciqpEWUYc5l+Q41htrCosckydZeIChmfmKNCVxs5OmnkEGkNLY+o0o7laRGKO6dRVuhyTnlcABjJUuSXkvTQBOPY9htnHwjwmfgI80kcaMWXQaXSqFUYcu/EQp959+sUnGBezpfH33Qoj0bxyxBoj5ylR+3zlYKVSslFfVEG91uqwir3hA1NLvq1RW/H7TcGKSAmy7PJyF4aXMpNt2yS57XPnG+s/DEK1Z0efB64p/NB9MdtGYyNDcfE+MYYxWaKqGiM4UvRASGoHKKlOC6NiMpQD9fHF0EN1/+XepClVBYnBwZpBLbYL4ITJIQO3d+p1LWVOw0FX7GNxv68FLxgWpZ02AbAt6XwESplWFGmb5EffBxjFhv+Qj93WXjy33j4yM5M2+D66VyyYToNg7cQ8AAwgS2KFxSMuvyWpAx+PE1mh///XdvfHq9Mo5ofvzyfueffvmF31IhJjg2jptRsrt6sRoNm0zcxuHcP/pSu6sIl63wmidaxNFW6WmSO/YOl7qe703BaHzkhMrfP1PF2VpsGOJCEaM7awp26/dQpZqG4wVKLWua/fnjFgblOs09B1qMPTtFwwZbTqEBpEbDbPIu+uiRBM1EUKLY6rkvqmtOygddk4d1q0H0Tq7YxQW/vPAyD1KE5rbeOd0sTTEzwRkDkZLKaoBFMjmPoRWlbsotv68WHNB7H7xcTu7XbrZgDcOMqkpLIYtWK2ayOLT9WVB90zH8VJqrJfgsY4o92UAqqxj6fDgcxj4ml8jokpPQXIsXhC7jbMiibJuSQ3a8RPN2vp2LCjZkTY9UnGEWwifEZ29wvrsJ7vpMpDrRzIwlMYsuZ6+dI0/scKWPsy4sImiVfM+TBHel59qVHggjn8qEqoj5Wmcuzu6rPovPdQ8eZr7Pi0x3TzmPE1kJ8BCnz3Mh/bgMttkMtfilfYpguUMRPHOkz/eDuzk/pn/gphv7ONZ+tfizLP0w8Lie8zxtDGpVGrNRHRPoWYDth8NDwR3j7DMHKiWELrZxTsC+HONE/sQppbryLOIM9bo4va0oOsY6ph1oMs7ngWcO85fiyaF6xjOe8YxnPOMZz3jGM57xjL8yvqsJleMLAiLqaLmeMCuRGIfXJbECHIsHBAGnCA+nrN4tuEaTW1BLeei+TKyqB9wsP8LQc7qUmP01ZpZwC89mAAOl99NlHJQ+DsawNdWw1gBfEuK4o0NWl6IQvulq2T0uNeRJH2b8gq9xO0Uo+PpMNwe3BYerqmxNQ5p5dmLHjo8OyR0wOaJL9jCk5wUMAAAgAElEQVRhanIqaNGNPsYDH6kiKGV6PhVL3lZ2Zl0Shjg9HyqoLb8GkXOKNUdQIhOmlKNrJNUBzwnjow+ZeXC+9sQ1FQlJ1NXRHgM3TmU/c7BT1SYVlL+SpJ0XYMElJH5udt4sYYNzBP8cUH37MYZTEupaVXA27veYHrd64Xq9Lp+hvXfeXlhGLF/24NDs3HmxyYmpqPpS4eQu0KDLnEgHBGdCeG69Bxw4x8OvLxeqDv4+Vf3+/ocfuIryr7/8CsD/+W9/4g8/f8HyoXypCgK3+zkRfmkFbZWSnMfdo4s8H3RVx8UYe0xzrBReLhfKJdfzu8LHnR+v17hG1fmy25o+DQslsQmFHh48gW2rpCo6nz92dHPe3oL7VTDuxwBNf6UDitqazO1e+Oh9QXCahAz8Nm0Q7oMdW3uvqHI3W2qK4oKqndLwHtLqRSo9J3X9CDWz2TkvatSmbFt0oWUT+n5f06HYMKIbDXB52bh9HPz2a9yLS73wen1bE27Rwmtri0/32y28dF5qWepgpSr320HxKVud8smJBrjtd1x3Wr5UpDx7pN9yFGAkeuTAw3tqTBRGvDOnbvCxx/tqOYNI8J7dg/MM8exupVBzrfbDOY6xpLeHp8rwQz5gKrS5F0DIhecjXosixdfv2zDcjemogIeEePGTTBF+nidUDRuBBpJzbQp6Qvwtjntxy5NTKG1y22NyNnM9N2fYWDBYVLDilHC8iuuqE752esTd3Ve+oCo00bXOsJCb3xcHM2TR9WEqZnpyuDcaMgaWPk3X7crd+zqHKskB775gxrUoVbflAXY/9vz787oY3llQ7I6FamOiboYH5aROXngTvDu3POY9r+PM9SRh0WanknUkV7r2xSKSudTc0wS0nPfbnhPwvxTfVUF1uiNEsVP0eJDebhQvyMNQzuykEgWkzMFO2KD1ZXeUfzP+8+Bxl1LbC9wbeGV5eKkpywi4iCaeef6BlCCdC6h6bFDDlyCEWBgNX3OU7CrIsBM3i1JqOc2Gxb9O3LPuWQVYLWhRRjLMez/AnVbr+v7WUpp5mVtpSJfalHPNhOQBPokUSgpAaDdkenARuHDVE0ZQVelesAmVk4JIX8WMTy+GmXggy6hZZuIQ2KtVAZlYQAvXiQvlcePwNBZO2fTmQvHciIF+hB/P6OcmruktAflRnCVUfEJACBajTQyT00TZPH3H5ibsz2Tnm48mSHYOLkU4jk6dkF6Pps7tIwqPbvC2FTyhdc127sfAb7DnWulfvrDvg1La+oh4pWaRnv4rE35bW0G6LC+jSyn88Nr47z/+HpgwQ+fn98D0/OGnX/k8CiUly3/43RvdDd3vIYkLUIJYrrley1aQ7UGwxYx+nF52AGKdPWGF76Pzcq18ZDJx0Yr44DKhrqWkNUJ651nsV1pZkNyLlRBiyPM6utOHYB6f8dI0LC4WoVtQfBnajiHcx1jF0FYbDPiPI+7FW1NKUWqbmeTA3dnyuo8ukAlHn3vj3ZEq3MuECQ2u1+uCSqoKA6FlImjeQeoyC64Se0TP76uFBLbPfXE3ujh9yqj3TsHRdmHLJGuMMFqfTZuGhG9g7nv32w0tGyVpfHw8E55vOYqewinDQQ7nbuEhh4B2wSbfpVtIb09YGQIaPkWP0LWtKTV5fD6Mg87C0vosFlbWDd14z2XyqcH7Icu0u6jgyWmCgAyqVXT9vkXDpMYRAWDw8WBoqxp2CDbXlRvs0PP7wwaCrWd8/unZFK5pkbmEWwZ499NDEqhVQlRmFW1R0MwcoxtgY329bUrVgqW4i4kybPVroASHqa7mqWMPhSVa2bySPr40M34ouigEHyUoAWW7nvuspNHvLH4tuPILlowwMPrkXJZCGyzT5qOH3cWEmJsIar4+s5hFk3+5PCulKVVOKX6XhB7PpNGmtfS8lslf9wkZf3Ko/lJ8VwWVG4sbJAhqZwLgGkm+58PlibNdye6Dut7sCIUMS3QK4ndYxQ+cWOFTKS4wrzPxUE2+QSYuCXldyVIs/AuaXViVDtXpIsj0kRBwxpruIAUv56YrHqa8troSB4pQk+xt5DRoqvCogo0llHC9bKHaM3OfWgO367YWpiMx4clWyWCkEEf+kgtXLXOAhRwCjOXfEpwiQ+aEy5NfpvHyb1UYtFVgmYGZPmzSeT+Rc6FLJDRzk+0+cpN9mGoNXy8KUSitrnMKDoXkfA+QA9K5fN4bHvaOWVAF73N+wyKtW15eQAp45A2N6duChj+TnW89+t2XobVqYVOhr5f2wA7lloVGKw3fjX1xKJ2tFr74sYy13ZUxTrW7okC1JXQTSffpPfNaN0Tgmuv7x6vwD29vvF1Otbuff/nMP//xTwD8/PmD2jauL5FxjxEmuFurJ9m9R0LSc8/R0qEFdwGgS2G/vVNbPPc/th+5Hc7H/eQXbqrnFO1+R73Tttd54oj1VcAN32k0qjR6rvnWlKpRoEJ2nf2camkTipS1vvsYYcY+EQd0/L6vRHD7VGkqbH6u5/Kg4LcfhhS4zonXPhgi1LKtZlbXIxpXM5HT6NwOTyVB2bhcrhyShJTkUEoWvzff0UtFJ1/Fd2RcsJwwfOydfXcur3EOW20UjM/9zsgGmlgkynPCeB+dYm1N1l0KdSu8pAfYb/fnHvMtR3XYs9g5zLJxOJsGoUS7THhrjUnN5D5aoW0j3uFL0Em43XdqGmLfDe5m2PKIjLfVEq+TNH9dE6tM9GdzVRX3yjG5RFWo9SGncRANTuYsoEZ36J1aZx5kweOWyT0v9OGLD2mEqulMTjUO7GwKJyJmTpfELDyYct2qQbFABp0qzlGInMLMjpicHqBEU/akYUkIQkyV0SJc62lg3D1QQJL5QjNDtC0O/ns2hOfnbSVytUe+WSnKXs5Ck0E24PO8Jdb94oExKNup5Cml4MP5nPfyxQUfYyGsjBTXmD2kImxNuJaycrPDo0kzCyWfE8spjJEIp56NqfEsqP5iPFvmz3jGM57xjGc84xnPeMYznvFXxnc1ocLk9B1w596PpXZXUvWlnCQZOpMUE+qhVTw1/JaHN6qVOmW8Upa3PnQ9up0zqwnDm03TTSodPfHJbhwYjSnlWalSaWXC2ARpU157diBDyvd0v+rcD+NLj47R28sV5cETygettQVlqQjDj9M/YByoGJYt8erCtdYFtXGI1rRuq7vS+0DKYEu1qy+3Qe/H6h6XElOt7TJhhZV6P7il90UfA3M/p24ElGf1i4vwooWPCbUcMQXSPAdN2KXaOQ2sxdDa1ky+ouERll2uRBGsz7iGMU24hxOTu+LKpNhVzQ+aPI+R/Ke86qH251Q9IZWqQinlVBcSAeq6LhuONlkwIx/zuXrGtxpFdHlA1ZfKpVX6BLkfnS+wvJBeG/StMgkGNgKWUoqs57htNWAY+fdd4LjZmpT2XM+zK6lbAEGuOQ3+m9crf/PyQpmH4J1/+tPP/I9fvsQ/pJfaxNnb0dn7wGuofcVhj3AcmNBkC1junjwuvRtNlDGl3BX8GMteopa0n1jqUhUTZ889KmBCvtrDSl2SwhOiJ+KotFAMJOgQJXkQAOKFUmTBV4Y5SPBDIKZBez8eeJ8dXjZedcvrEt3/2WE9jlAO2/JCVqkc7LgaIyfndauoGEdCAEuBTl1Q5qOHP9QlOVU3m9yseQjOsE7Jvbap4q683z8AeP84eNsua4/SUjAK+5eDPWFeW220cqqw3ofH8eR5duCCofnie339vl7p/9lCaknbAhJtoxzHw6SHE0URoDddUxKpd7RcEdEFk3MPWOBHrqtjBAxscqRuFuty+jM1h13D7wrg5pHPHPO9eggUp5Z87/qFUsuyEghm5oTjT3RIKNOtKYgaY1jaN5BjsJO3s4lBefRrKnCmKGiJaZWOiVYJd7o5qzYJWoVrQBLXtXWlT16nSyjwPew/j05Ywcdn7d2qSmmn11U6uSD5/cNBvJ+WOqWjFC5TlbRYcMF0fSSgtALHdd7OuGYLTqkeyMw8z6KCFn2w9RE+D6fm+6cP0Id8tGhM8+pSnY5p48EJ5xYIvvq8vx52E5P2cknY8sic+AH09Yw/E9/V7mvVTqGDDlI4OTESpq5TTtTN6CYLz24MXEOo4DRG8xi3TiCtCCoPCbRD1TGf9/A0eNzMShZyk9g4C4usuFSdUvuJb5bKZoJYT3ljECvgJ/PL3OmjL68TGx4Y+1yEm0YxVRN2EgrAZcmmikOr21meWedmneaRWBQNXkMY684xcOBw53ns/WDvtnC1bQwuzRd3QFWhDkr6WBmDvQ/2HE2vjZV5XZzbGEuOXjWu5TSrHC64hbD6hLZ8ujb2btyX4Vz4gc17Ix6S5a3NIi0MlHUWntpCNGIdi8SYf0qMzg01r5SRxdmDsbMo+TxlosksyHIT9gHmlHHyXZ7xbcflUjgsnsEfXjYoutZqUcVksPX4/t6Fj/vBp2xE1K2EFu6Q5eEEzrUWeq6laoP344aV+Bu1VmpRevIXP22F19r42x/iLfz76wsXVd4z6f/Dv/zCP//x11V4vLxcGW7Lp6g0ZavRXFrbGtNzZSYwgCnX3KfGVvCuXGezSmLlzj2obUIpsoqVusXaPI4TgtPFqZkRtRI8r8PHuV5RfNjig2A7Y8hqRrWrhGiGz6ZNJFqLltg2aDuW+/1RnG30xTVztwDo5jG/vERiMu+Dhu13mJYvz76Dl8t18ddUD2ScVgoD47Jdlg1GwKl9JZK1XLBhXFIQ4HpRWnG2fH4+f+58vn9h09/FOX0SSgsezP09i9k3YSvbg4CPMvogEYHUEkDkY48CbOgz4/mWI9ZV3MMWxB9GFi+tRlK+ONoC0KnTpkHfINfUlL1WifdSyXfP4Z199NWoiA+1pTk+NOTFJ/itDGGYUOqE6ysmoLkmSs08Jtdpd6e4YXpC9gXY9fy8aJ6ApAiVikBlwfHVSopInMVOKRo+bkQhYSqrWtrEuUjnSAhhGZ3L2ytbiYIUQHxgPQR3IKCQm8ppSKxRZCwBqRTVmP2ZUqK+XfymknztrDA6wZ/2hGuO3Xgr21nsqgbk+TjtYihJPUiT7otUvPi6tmbhjzX5TroppdSVP43kkMw1X9JAaopWFJHgfk3rGAJuuQ9b+yAyOBzMJvUh+GGyGs8hnvHDJUSQZq77jD8f31VBJdMRFkAdp6wOgiOIl5W0z37ErNTNsuVQHqZBYvQH3pVoiU3iBNqichr7djw9HbLzOzzV4s5CoZaTdGgGvevC3RZx1EMhZ3Zrhh2x0cxxkVt6MkyOFCBBwAS4lEjAZlGIpHDFA3YYdcwm/li4ZrEJ0CqLQzVVecQ6y3qc8Ljq+DILjktnqEyVvpgWjfOQMbVFInVz0NM3ovcewhR5ziX5WUd2RcSEhmbHZd3s3LDPjpHl+c6o0ig5gtqHheFwdqzDgKMzx02WJnnr5opTz6sYfmD5uWvTzU7PqZiTU8bFoYJSykoSt/pdLbf/lPH+8Xnd/0tpfIyBzmbG5Yr1gZUgzagduJblM/RWlVaFflXafSpWxR4yJ0j97vSj85oJzN+8vfKlf6zO5w/Xxn/99MqPl+AnXbcr9/3OH/7lXwH4v376jV97X5wpFeG978v7xIZFE8CCYwiwaeXtKkuVzyWm0rMgahpT1tkA6e7Jvch9q4FWWQaVx35wqY2aPnX3/c5+dEoKSEgz1IM/ttSj3Nn3ztt1y+O+8HEfDA/sfk3Sesv1W1vjsLE656LCy+XCaHMSr9yPc++tm9Canm3sqnDY+fvkfmTRvAG4H8Zlgy2TIi0bgrNPI94xYO9YNsTMB9WDHwqxJ7ZyKqxqqUhteIkJVb0qb+U1VE+JAvG4DQ4fTMfRRkWop2GxwaVutOkR6CF609dU/FlQfctR3VbBjsLhtu61eii0zVRAtSHUM4m3I57jztkoLKEaONdZUdDu+Ey6MyNaT41LCFYs1IUy5ECTxyWimI9TPZdBU2E5QI7gWI/e1zPZCYGE1UIaijV54JpHbrY6GRw0GsPPQiDUA/O8JXg+M8+iVLRZFBRApdJEg+M+pzNmgVBKddUhYQc888FFkJ6eowi1+pr8igR/StcxJKd7NqqJCdB8NwwpiZqZueQIqYfkbuUNxcSpWez2zbiUurhiR8gWL6VSLPivM7HyYYzjWHlUSK7pud+IRAaVf7+6RZEmgszJmUd+e3LNDNe6mukXUUQL17wOtyfK5i/Gk0P1jGc84xnPeMYznvGMZzzjGX9lfFct862VBXURjFFY1X8hoDmy8KSeEqVRid9HzHRdz07slOaenVsd0TGaom6llJhOpQeU+A508GjNGoLa2e2ROqU556SmRydgZLdABp0Y2c9Oh0pA7ybzyyE6vXkeRYSt1tNnSgzcAuscJ5oQgnPq1rTOpkWqR+nqWIg6w4TejzmJptugu9PzKJpWcGNPMPDhhsuFkyxmmAu3VIY5OvThCxrleTQL8mdO0bImgeYCVZZj+LAQwOni7Pd7HlMPaONDp0zlobEmSqWvLjviiDj3hD6Z3lFpJ/RxjIAZzqZXCX7V7Mdoqgz2s6cVGHB3lvaqfPV/0cUSD/wpLMjjM77dKOXlnGAMw4Zy7+lD5Q1zOy0MCBW7qQK5myH3EYqZq3HpMQfNfUil8/K6sb3k1lyNT63y+7eA+P2XH3/g7374xFLJPu7807//xP/+76Hq99st1sWencTb0QMuM/lSbuzH4LUFvBlgaxe2TbjfUo6uONI7t1vaJGyNVoyRaqTFKsKAhOSKbyCFMuEtQ+jW11pqGtClOe8togwdKCdsuAC4sh9x3K1Uai0cPS7U+36jyka7zPUc8N6ek5vZxp6wxaFOscE99+7bXnlDeMmNr7XKrzaQVGy0/J/qySXTRCsspVBXyovSppvE3rnfBpZ7yuu18nK9cktOw+2+s8kpR+8jjueefl5tKxR3Lp/m3js4rEN3Rh7Dx+3AXehzolmV69tlvbf2fuD46jDfn3vMNx2yFTTvYR/pGzcVHndj2DkN0jLog6VK7HbuIwuG7oGoWE+FKrVtiwc6n/s5bXYboYC3pLuVIvX8fr69R/bihxfcy4LKW9rPDGxNYjYVTHRxiEXiezqTkISYqZyqwAL0pVmuVJwhc/8wRMpSKhQVNjVq7iWuweGU8TAlsxEwvpUWBQSYkVzEtK+Zh3TNazJhhiYCrkiZiJaO2gOkz4MTNqGVu1oo0M8zcI/pIyflYc74p2OGF6FSlmqje/7MnCaJsx8dMrdzha3KUsAvHvrDkwMqVWha1pRePHijQ8MmA6APQUdhbFO5NhQN5/4zzJFhKxd8VLR+xv8/vq+CamtnUn4cmNv6WusRkp8Tp6ZCFV+L8kWS+GuDRRFXT8PbTPyJJGTKoIvBEMEmdldqmtDm05fQ5DludzN2syVpKlJw0eXHYKNzWMgBexLbZSuU2pYQgvQYBc+ibtsql9aicCP8WBBHp9BFuORRdW5uG6VUPN1Gq4cUb80Czjrcjp2P/X7yiSQSxSkXXDxoivtxcpxuR+eSvI/uzrH3Jc1p7l/5ban0uC55nd3DYHDWhKFIagvwvNXC0OBo9LyYMsA4Tt7HiA3E5/dN+Bj99JEicNMTLrEPMHauZUInFbOx8Os5bV8wRCmCqFJN12cYAxkgk+iaMqnbPA8NEYyZ8/kz1/nmw4Zx3aJhcvgRXIQJ8fLgOMyXVZHYfyaGvZux++BSCtfZVFHBi67f2aeIxBZv2Zfrxn/99MrfvEZB9bcvr1yk8Z6cqn/56U/847/+yufb5GldopGTb1kfe0A4JszEhGZO78YlpddriQRqJDxWpKLNKVMg4ug0PZsXJYDQ6EwmEoJzTMGII4RvdEHhjK6DNu0hKHHJ7PSeqRoFzCSNi4zgsOZ178PRQ7i3U763WF372sf9zv1mtIRKtirQKq2ckJ7bMC5p3VBq5RPCPfe0+zEhSaeE/ZYCE0POZlMpZaEGxRTbd44sAntT7qMvqHTRSJ76hE6Kgo0F4XHC7uJ2y+S2dLwbruU0QfdIYqbRLwW0+ErctJSAhM/b+9xjvukw9MGnTLhD2o5AJ/hL8xbfe8Dup0iBJ6L1sX86SsLRcp1tpdEK9GyGfHjwumdBPpKycBoMeHg/Tj41g45Ruayf78NwPddZd2O4rb9ZJHjglitnmKHuDJmcgeBG7j3WtnrlwJDZZPLCsLG89Kw7u4D1WKiHenBMJ9xuGO9dkD6Ytijdotmy7GEkVcrXnifUUpcp+5UQulitbHN6US553o7RywIdMjzcKCfF4Ipj/RSwEoLSgZ9N2pr/NnceHcrufeWouwndjZrnULwxvK817haN35mXGY5rWdSCoqwyGJJPp4IpeF7LqoWy+YJXliJIsVUYHCb046An5G9C/57x5+O7Kqjero2JYrx3xT9uayoyPDk8qyOqwUPK7kA/Bp3YnOYGVsiX/yRDkmTK+ZiurvLD/Ei+xtUWWMmSiKIqy4/IR6QM+4iNxHsWX0Xw5COFadss7KJDVCQ6ExDdhCKOl7P7qw84flMLF7uZ9JXKGLrUsIYoVZ3D5zEM+jEI+6o8D3WaKiW9bvrh8IBPNot/+w+Lv7G58TFOwQdyi57FSs9jmSZ5SqjozSJR8men8pBHlYqIcEw+GhJTuqkEVAR52DDdja221e3pR6d38FMLKP7GcmOPhHdx6jwSwDn5W64Y1U/sd+LZJ59NNXrwKw10VqcvPvEZ33pcrnV5slgXlAPN5oR6A/xhCt4YmbAA4EZzxX1jlKlGOSg4dZz7lImuF/l2Kfz+7YW//xQFVfFCH4M//umPAPxv//gTt4dGgfXkCuQxbFo5TNizOPJaqKVRHhzLtY5QQy0Te69oKWwpVGP34G1a7neHO8Xr3DqxEZqpyw9HgmOh2RBRTYW+PMhjGFqdTmG2V11TtCOLD5PYVyfCYPOC2wHppyMO7p2WCdAdoQ+j5F4sQ1I0Iou44+BA2XOaqDdhWOeWk59SFRvBmd3abHilhkgmOMULDFscB1VFa1lCGLf75DPkO8aDM7tnc8yksmk5uaSANl2Jo3kBG7FnTFGB4pTiS63WJYyBpzpiUcVFmUKTU9HrGd9m3PsprFVro1tf77SXUhhFuI3JVYxie75lbcQ6itfl+Uy5QJ08QDkAWTmOCLTBmi57KYjXk+8kRvFxcq5lTkImn3JwmK9pt3i8/ZT1asZxzEPcAjIdwb7iQ4vaaUYsQWiaT7IQohePwxFXX41sHwO301tJxPJ4hS0VmtVjR52TXRFBPEQ14lpXihYuc1qU/zn50tEQmbM+0cgFx5jn5LFnnaPA/L35DyGqVVUWd9WHMCpYjn9shBLi9BQdOOJ1Ke7t40BtrKm+SxSXZx4VTenrbOgVSbPg84hKdV71NEi/W4iCbZk/SuXkkxG6AKbCNd8NT5e7vxzP3fcZz3jGM57xjGc84xnPeMYz/sr4riZUPiTw+oS852HKeJgGiQqvCddxkVCJyu7hGM6IQciaPNXUTTnH35Y8gBPKEnjhOVrRcOfWx+6EfzWhEpEFcznc8O6ri1FTX1DE8TYnaTHzWKWvKrXV5b8SnebTk8FFYiw8uzWaHID8/l0GpTo+pi9FqL/oNM8qGrhr1dWJX7D8lNa00bE9VGYA2OGud2p2Vd/jUizYIf715EbGILzXHxQX9RzxF41Z9RyF9zGimyRCK/PaRtdpStzsFt+fl8mHpTpifoYLIkqfKjXi0WnOrtcww8yXnKiapFLk6v8Bodg1O29hE1LWdXIJpcCp0GiicX9kfeQzvvGoLnOIQjUWVwlgjDu9O/uEeFalVF3eeFIbm2hg6G3CRjvivmTTt+sL9DslJxCbCy9to+icDg/+9NsX/u+ffgXg34+d9npKe499cO/nlOVlq1TxUwrcPJ5rs8XFGDh9HGx5nMfooM5rqvLt1jnM1mQ21FKdba1vD3+bOU0qFT8O3u85DapGjeEdAB+jc1VFtIUtBTnJVRZfxIkuc537kg/6EEqqjXk3+hgcufaKOZcia20e5rF35r34MoJTUfPzPnpnP4w9p0ubNWot7H1wza52qQXvxjHtHlSjCz4V9tSpxRek8zDjvg9KORUcO74mUk1jIrWExXpI1bep8jWMwweXesKjpqjsnHq6wzgMS0SBiIJUbEwIz3OT+ZbDfcRYNL5ik4LIucfs40RyuIfr0+QmzjuvD3LgxTvdhfvkMw0JFd2pIuzGEF9coypCLbbg6RMZszylJKczizmhwTmclANVZMSkdHJHb+YPKroARpnvX4CiSFNqpqPmMXGflgclM4expkWaE/OcFKOR00wggEeOpvqgbnwp1GF8TPhbKeHflp9Ri+JiHHOj9JIc6DPf2IqjeeLDHU2KB2TehS+fy6oxeZYFlRSkFKrYgvM6kX9M6GNgqM7zCusWW7DBOiQgn3kMKpeAFOc5bQKtKpeE/EmRsOrp5+cN6TT39b6oKtzF1iPn4gxbt5MmStkKlhDRE/D8jD8X31dBJadx6xgHLjLzFlQa1025XgM6Mxw49lV4jNFDdFIKrEUk5KsdSE1+P5H9w2MDtJloqIOXVX7Fyy7+EvP/JGCE5F806bykFHApBR+Oj4EsPxENc7ZZYElulpN8PYIULWseXhi9rwRKCGC1JCxpP4J4PuF4TWqSIXNDLYrU8D7QBPUEbtfXdSm10gwuOqEswUfS5QshDGW9GGKMbctnokhJo7gTDqdSFteslhabbY2kYTenKLSiCwIUtZQzCUrugfWenCrT8GvBT56WMdb4XCReBlOLVVy+ulUBoTw3D8FQSvDHpg+ER0K11RMi9Diyn+aCc1N/5jrffnQ37gltLaXSuy+5cFHl/2Xv3ZpkSXI7vx/gHpFZdbpnhnujtHrR9/9S0spsV2YkRc5M96mqjHAH9ADAI5tLmwe+nd4EzThdp7IyI+Pijsv/cpyRVAPc3m7s28ZWOP0Wj62I88h1577t6HY9CW9t49su7O8hOxMaRc8AACAASURBVPFff/4TfQh//kv4DP318xf+4ft3fkmo2k8/v0HbVoNE95A8t5L2TgLyVpDAr0HrgnSWWIKdynceVyPIhIfBvRpH0zgQ7lyJHs/QZ58Mv/xwunQej3MlE8woTqqAG+PgFEuYXbzH2+3OfRP+6h9xbtkLS5if0RARvup7bhqQqOQvmQrbrWMp8PN5HPz8bcOzuHn89eT9W+M9uWjmgzEus/FpAbUaYzIzYWldFvQHQtW5yVNzK6F3W37v93bj1+NgVBPPIgnUlTgK3q5k93Rjp62k7WRyMPhJ73wVL/cUfPgqHEWFDeEs2M90VG0Zq75AJz92qMlqvKnGFmq5rx7TsOkLMtaVbCjWc2g0UXpztgVlu7OnoTiATefhsvyEwqHkiXRVAjlPP15GMFlw8eTf1KKgX8oIZrgEtK2wZmYz/bOymCGazsVFbr2hXdms9nYH9OJHS4ojFK5ZAuZqXhDjgNsV1UJdwIWmSsu9uathAu/Uzw1hrDWvNQmOfVFCVBD1tdffpUWh+sQ1m+7Lg64l9LIQt6pREFYzRUfImg+e/D2N4OFHasacHpzaooxY5JhXQ/9ySIVq0M7rtynUU/z74s0WfdZLgcSFfsuGm0S+VvSKM8XH6l3NBbd5US1eohR/M35fBdUxl/LcYzqHzQVqnToQvf3GPHZrivdSO1GYxkDYFhERaM/YXcc2oefacZ6hQFeLi8yYFvla4KJwWeo1Hmo3louP2uR937jfqlstnO6RPKS6lXdBaKvLjTrTJo/s/k4Uc1k8rm6hLlOJgg0LJZce5+XXj09OU5LTzm3feH/rvBUO1xsw6DQ+80kXFcScexK+RxvsW+Oe6obzfSB24zFqoiXM4SVGg80Z3I4FJ3bavq0uiM+BTFtGwEqLSVAe856LvsfYKt4iz28Z9d10j+5KYaQJlb4zOyunK+7jIoS2FovFekOn98a0qxM8hq0OuUt4b41xdQgjUboEBVSFmFflQm+OTllcFbkA1q/4QcPV2aoIJ9WrKnGYMUEqvtLttgd3sNp/CmAhXJLP/G3v7Gr8lFyf//CnP/DHfeNenk2n8U9/+Wf+4XsUVB/HA9937m9RGBxj4L7R0nX3+2cPPlMWedpbqF/VPboroiMUK3MdenxFb/S9JzdDnK1tjFUPCTZOZhmObmELulQ7LXb+rCNovSGt07zUykIltCa3Iso5DcMWN2gofB/HUzMieuZzlqpW8Dtq40eDy1FNGFFFxSPBA3RMdhWORxzUlx20+cbPOenbW2OeEyTXuN7BHpFUlTLYMLDLN3DMQVdFy1XXBR6sY/b7ZDzgLfmpv34dPOzkp/TWEhd8XBwIkTBkr+vAMbnLPb5nnnzdNkQmZ67FakrXwjIAkl3shXp4JTw/ckS/MJN0EdydI5+zY8LwSIAB3rrzGPBpNWWB+9Z4f+vsmdecFs/2UhbGUbtwF41Qhqv8YbozR7Gg4i/kqaASBJfrORQFdUPGGllBE7QJbY2MMrdaRZozXLj1ek9jPOaCcISIha6m8Axi+yo0A9Mj7LmuDglfu0r2bQqWk2GpJIMoQG8lLKiTTr9U/zS+cjWZpmo2v+ozYY6ZbWnW9K2Kn2icXFPCpnFu6x9UBzodO52jyiLzyJMqD3INPvqsdTPG0yW8E0I+lw8mONvTROuU4Ih9VsF2Jh92QWMcn8pQ5z0/tL2lx1QupOdwZCqH1iT/4Ga2OLnzpSL6N+PVznrFK17xile84hWveMUrXvGKf2f8riZU01l6+eeMLmxb04OGqq4uqSa/Zd+je2gGQycuuiZO7nOpZ8U/ACacNdVI3s+lCjgR2VZH2j1FRqtzYgEXKwhY1x2nMcb19m6l0hP/FhC/a/wtAg/zJVGMWHo4VAdhMizUqiC4BtJ2bjXq5sYvx8dSrhJ3dvTyU5BBeHobS61KhX1nnau77JgHTAZCEc8FfspGyDkmf/384vH9OwCfIzyebkuzdAt8cMl9zgPpbTm+e3bcipOhicUzuZAIRkD+tuq8rSlgnhaigbx6cR4u5WsmP2Ocv1AE0XN/Gq5H92nhmT27dE8KbC5xfTUndcMS3mDPXWJbXSp5vpde8UOGiCw+0+cxGJMFI6bB+XksJSQzZ87JfdvrXwBB3dlv8Td/eG/83dvO//bznwC4d6VL4ys7iP/tH/+Rf/o4+ahpD0If88lHzjE7SMs3VB3pErAXoEt0S8tXxGYg7qWFPiHAx6+f9K1jZYhiAfnRHIv3TWNqXt54Q9m3Rg6UsQmbO33ZRRwxvc118DgH53D2NHCStnGcEzsm/Z6+UDifcy6exd6hab+gzDJpTWg10XLDZvwbBOLobL5sEG7bznk6R0Ij9+2GTud7Tvb/+FN8n56L/b3Br9NpZgvqPCzUzarrOJhMm2v6v6tw6xuTvl5/647miXFO5inX1HwLhEO1xfcW0KXHIpc483Q+x2eMG4CbTLyHfD5AG87HOQKaDmwNDgZjrUGvDvKPHE0vNcyQJPc1pcUC7pnDbYYGrKsoVi5OxxAxznpWc4JR+6BJvOflbGkJLUxkRqr72lIqFsRsTV6mSKj/5vp0cqL9Ri+MoVlA7ZSL+9MCimZcSB0RX/zJISEVn7d0ePcRMvGQMEicKxkTkAvGKC40LrXMU+LbTrPF824G276x5frRu9BV1+9Ps6SqVx6Uk6A12UsIXOU8yR1bEuaS07pSV5zObRfskPXztIl1oZ3xvb5/fSE4Xl9cGzZHWD4QEMGaVEMM+oRrQqUaXLW61kJwccu24U08Bk/rtBmbdJpCopQzF710AqQ7zIu39b7fQHWtK7691pe/Fb+rgsqciyMDbG27xspFkqxCQsKETUveUpRxnL/xQ5ruTDG8MiSXMH9dGbJFIl6SoQn/WpCwBiJtPfhzOqgtQuCttRgLLwLowDzlQqWKiRvaLgNi3JhzrGJGpSV8J6EtY3KMwcgE7M0bKsZZEucCb7pzJtSlq9K9cS7D2/BfMJskehK9de63fQlCTAaKLp6X01DtC1/8eZzw8bngJyoBA6ikTmUEVHvB9zouhtW10RDvkILvIGlwXPjqTE3dF6zAeIZmxgJn6pfnbuLE10jWg5jvTzhtREJEgpQY/c3IP8RH4t9k/ZvzBNlJbPpCJWnAACtp2/cXofNHD8MWNwAcscF9C76TJxVhT7jeRDCfnGmLIAlRe79v/OFbJMh//4c3/vPbtyXvLSf89ddP/vH7LwD8P3/+Kx9D2N9DTGffd8TnEiFQFyYTKxlkNLhEmWUNc0xZnlHhuxJroVgVOM5tb6uAYghNfVkzdJTT28VP5eS0eRHWrSV0L37/dcwgrtdJSyj121tKmOvGY3wxxoD0YPr5bUfvNx4zOJ47jXNc3FBrQvPJlkVfF+XDxsoVzA07Bu0tG2QaMu89dZC/5bUpOObnd4smW/794wyOxtZ2WhZUp58gsUbGuQwvvu8pvf6+bbmvZCL3mDT1tVb35jSfzFncMaGJLq8ak8beGl9l7SGDYw6GTd60hDEmW7/Ts3A8LPeIJE2NI/iq21a8mt/Vlv6/XNz2tsyoH2flGpnUa+yl1ZD9JJp+vW7iGf6PxtXkjT3aViHAdNxlcXtAou9RnGuRWBvWr0OYYVmoSEu/vfjQx4DTDu553916QNSES9Ai5GF8wVQ9y5NK/HGjb8+ucxHLVHd6PmOXQIa6LqEWc2Oar++oApsYw5bZCS4t/K/y563tSK7LkGv1FD7yi988GuBtNWjDDqNVziNlbizrPDe95OdtRNFahcg5UwDjcUnQv9+Vr8PxeeWT4XJTBVNwtOSpyKNd50nzc++Vo0jD0CUuJEz2Lovj3XVj650ml1CaNoXjSnRUnLYLbbuKOkewgpW+EMV/M353q289tFu/0ftOzzvA3YJ4vBzA+Y0IQd96ECrnvPyQpEe3hydFnGlh0Ejwahxf2N2YulxvGr5IsooftzP+uz5TDElCJoCM+PsZBwxA8xN78sJyi8lMdVI0zeLGKN7OwN2uBbGBNLsWRMCbrYf4cwwe/slPi1A+ma7YHDxq/eIWHemcikWC8dz6iMVuJkj6eKSXVcGqE8M9kvDUWhQbdS1075ida5KnOPTrWlqO7DqX8l+rT5VrcfHrtMV/C2tyBxrOU7WIN8dDpi/PaxTSPZNI7T22gUp20oW+aVtbkeVddO09ykbDtMgkRm+6kuWfv+Uk4xU/bJznQdMobn5+u3PKsSbac3ooLOXDt21xL5/lASVw2xrvP73xn99+AuC/vH/j233jTCGLf/jln/nv//wLf/mqzmmndb06yIRBtpdxt016tDfWZ3zb+lIi/Pg6wS8vJZUQjZjmS+HUFcb8YptRGG5d0X51Mc3j+dvqWWlRuJ2PKH4anibdVQQ4p58L+0+LSU5fDRWhW4tp/WK3KzcFS56mm2Niq4+uMxS0ZopStK2z98Y4am2NZ31xGmaoX916EePjvaqY+f5l3HpjriVsonpjcHJq8NVs9myKXJP65rrm2KeEx0tN1sNra7umRBYKfkXwPlP44mI0NLoo95zk/cvxwD2uT3XOb7JzMJb/VhnS6yKcO71ta917kcZ/7HjfrinIdzPm8KVM21SRrfOZj0zzRldn5nP6QPmUSRuO1j2oMaVYSbnH/1uDzJlmrk9m0+KXoEEgVy6kj3jsuZVP2JhRXLTiqivdLVaEfPaOOZI/nA2ZEXtlKVJuOCdCK+SHB4/xmkcFeuRKNyqn8/WjuV+NbGKSg7K882xOGldzWzBML3VMc+NwZyzi9xnvn+vszZ1ncy2zVFesz1Rha5doxZdPPh/n8ofbmvBpjjYWN1UJlSLPBo0Qv/dZ603826z1Jb/jcw4LupppTYV7nSvidYHEKjPzjbe7cHuSGVEE273EkrEU17gtpepcr/LnTV9N4b8Vv6uCSrA1Lr1phw2kqn1CAU6fyJTPZEtE6LcNGcrI5KMDNhXJyiA25fAJB2hkV7ZGEs3TlPFanGwMJDs1W0vbcrtUoISO10MtjmjDbS7xDPfJ9JYGv2B+RGe1pHnNOIathMxnFDw1Xjc32qlh8AswBact8Q4Zk67KX/kE4BxGazklKlUuD9W/6tZ8yUnftsv0ThWG8Ein8087ca6kYHqJEcUbjNlABi2L3Z2d00DyYRUVps+1+HUNGXdU0eyc3FIy/czXDOJ6tlREUo9uzsjFxNqknbJUHX0S47pSHtokx+lV1AFdru6Rz0xa+1WkmeFuC46JKFOuLliTDdVIogHue1mhvuJHjTY2tm9ZzAhs940zN8QxjPt+zylQ7EGh3HRt/L0JP98af/ee90TfcbFFCv/8+uKffv3ge2ZJvTkwlxJUJTtLPUokzMcrD3DD1C8hDMkGy9r5o0nQnhoadoZgS6X6+7ajLaSOAfo0vuxk71FISkqgl6rn8XXQmfQy0RVh74o/CjK4sWvDCl6jM2A+2tca8zhODozjUSRyT/XQPOzpHA6Sv9+1s23bBb9V53gIv36PIq93CQRCfsePGVP1muA4I8V8cn/YNOSZT9CUZhcf/Po1kXsmOG2ja7vknF2w5qRHM+2+c34OHllAb10QaXxkI+nj8wNjY8v14H3r9C0QAhDbRuuw67Yg249hnD6QPPe9d2bvl4mpKjdpaxqwJhGv+CFDW1t7t1pMlqqpN9xpTdgpI3llNC5pbnNOAvq3jH2JMkakBBwSyprLQ29C32RNTQLoIgulIw6oLFGCSN59KcdF6eRLSEHPQOZov/AgPg0dhuR9bgiuYxVl974z5oHlZwycjY4niqZtbcEggZS+uxoHKoliuVCMUdgofC0ZdF+iXwCP88RpVCUxRiBkeuYLkuiC8oz5jtDMljhYF0XaVag2jI7gdWI9BKyq7LltysdjxHm2arDEel2TNpVok3etRlcoopXNcqz0VyPbU0DnJrE2KIEaqKKn9U7vl6jFhnEOQbpyq6LMhf3GuhbngDFieBDvGVPQuv6/nSG+4l/HS5TiFa94xSte8YpXvOIVr3jFK/6d8fuaUKmgZS657Qwfl6hAYY/LR2Aaw211brydOUr25bYyRwgM1GhZRcC3i6D5P4G+CudbE4vA/tbkpbHhDEb62AwT5LTL7sgTL4wtGKB7jnpz7DvNmWPgS1RCovtSMEQ1pF0QoE1iDF1+XJ6dk7nwy475ZJ4l1Wlh7CtOz9br43jwixu/phzwfVfe7CKyBgHe1+h5+uAxvi4fCQ8uUzWQxAumVDCCgBRUd3UOC0J6Ec4lp3fiy1y01Xcrgq5J4MbX2D/H2Bc+D+xJ0r7uhaUUEd3qIvvX/2oKEPjWmTPcswrDLkhguRdWPEjyz9AmbTld45oIvOLHjbZdE+WPGfyDMyezitK3/YKq2kB0PgkIdH66v/F3375xv6d8t2y4nUhBbrcNwzksJi3CDVFnpupESz7DmuycB+qwpb9SM+GcrGnQJsrwJ36BagA+pPF+D4gf8sVxNHr5aclkjPC9gZBFtqd1bN8759fjgp0l73RPYrprTHsK3N82YXwpdsYUfOoMP7/e2fL5Mg9o4ZGTuOGDW2uLrnb4jCl9KxPdGXwDL+P2sEL49RHcs8GNP0rjK7v95+cIAkCuq5s05vm1oE5v7zfMB/7kEjib8t7k8s/xgAzWOnaexjl9deK7CGc35mdO0W7hnfUtJ5Tfv0++HgetjDdlR4GZ66zugmpn88b3z7j+j+Pg7/54XzLNCEjTxX9zSAp/XqtauF7xQ8bnaRzFZ2oSthvj4uWMNtlrouFhXHsZyYdbIuKUvsyO82WX9HoTYd80pMkJWJkJjLOm6CcMJTVOch5yUQ5iP728N5sEt6ieimEgo2CEhZKBU+OvIGGDZsts+N4Emq6JOB789ZqYaw9aQ8EQnUkAdDJ36xOmLUEyM6e3mCDX1Ep7R3tb52F+TlTGk+WJ0lW5FbRahccMTyaAmwXguZ4uIRAwhTnZkqNd3HXBaaoLneLuNBP+PI3vTz6VjYuzDyG0Ud5W3dPSONFIGwquF5KnKbtccE1aYxPhW3Kmtq70LovvtrWAjk9zvsoSxycbQtP6m05vG9+PWKuPCTJB0hOjbGpe8W/H76qg6l3WqHLORyQpT0msNkFzpZlzYjYvaIz1hJmNBfmDwPouw1lSOeZf49TleRMrflEUP+ccFGA5MLG23s/SGLIeCFVNhThfs8Mq2Mq4M+A8ssbE4oq4oMtfS+i9rUJRccQv4jTiyXnIRdphJvk6vm8UDCq+jusckzGMk9jkf7YNaNwSGrNrD1hfLsp2WCR0q6CKBWUJdrXJ1vZVkE1AhiJLH40CRq//LPVDSlnMw7C0CqaOJLyhrrcFv6EWaRGkPRNjhd8YRyDpAl/v72AXf0IkCz6f6/pGGnMpqqlMmna2XpCM5HAt8uxrNfrRYyhrk466ytd93lwQO7HyIcOZZvQWkIytB5ZemrNXxiOxThU89ufbO398u/NhYXA7PVS+KqEZHyNVP+Oe+vXj5H5vtBSh0BbQk4+zIBuTrm3de1vbGDZxn7TcaH/a78x90AsmNIRxnow0AQ/4r7K/FewjhXdymewSXKBefk3D8TGZBQnuYazpq0sxaAaPOZcCnhK8oIIOfQxn/ya0FPj4+viFn3/qmF6cx+PwBVXxLGylxQKxi7KprMTvl5FeKnuVQxvTD/wsXseNmZzJcynZhMBIcaJUQLe+jDOPx2RMY0/el/Zo6szFX2nceuf+1HAbc0JyJD6PXE/uWYA1RZrSTFdTpolwjL64Yy5hKN3LsPx8cMy5/HTetxfo5EeOz68Tr2fXw+R1icVocKPK92y6Md0Y+fqTMMrWxjJ6fkzwcTWFrTk3Fd4q89PG6YKlMaVZNGVrPXJVwg4pcxj38O9c3oqOqi9InluoCI7DGG0Bdmmtr3XzmI7MuZo8X2OCjyX4ILTI44qndc7gWi4YYouEoJ4rD96V1BpIchtpbCWuIJPWtsVp4jxTNKyaJbGmPXMRd4WeOY4zaaqXJ1SaH9dpFIm1OpcGhkUBuXybmmI0WoO+ZaFJcJymFg80mvmVfgozuKWeqqHd6aLUp249uKm136iEhMTVuBY22jJKbb2xa+dUOIrnbwEunrPW4UHTfgkr+eQYJ2cVt6/l5W/G76qgOse1garzJAYZ0wLhSqCbxnykJjU+jWkzphC1eSGI67rZYmOdi0PTaCmS8K8nD0UAjc5KCSmIWJLCiysUD0FthjHRmIgLkiMl3ULCtEimknyi6pLPGRyqUjfULLj0KYmXp2NS9yQr5mKlwpRzSZTjOekTXcXI1zTMfX0Pn85E+Wmd243TBh9f2VV9nCC6HmxSknRN+lyxaasD5QhzOr2XpGko+CxqUik0IksYI9ZauZRUVeh+8T7OkkSvbpDFa6qbLPn3xUp3s3AZr2s9Y0HSdWmdeU7MfHG/QnHpEgwQ9Ug+a7NpQUevdKqSxVf8wPGkoKnaEddleO0z7vGaRHbviAi9iNA2GfNIM954O9EwoWxZhP/80zf+z//0J7ZUhPw8J1/HyfdHCR/EZPd8hHDChtNVeMvP3Psd7Qf7LOGcKL7e2h/i91use+rX5HRrDd36EjT4569f+cv3yfv2np/Z6TrZW6mZGtwav2Tn/JiCdF8muo9jomaclPT3juwTzyLyRscwzl8f2aAIovrjOMill72HyEXVJmMYx6fx7ed4z2kD87kUNN0jqdtKYU+F009y0Mdgcue+GiZjGOccWCY8X8dAOuje1rXpqhznXCpZW1dojSPHaMf06Mhb2T0YDBYaYDjsXdmr4N6Ex+nMbPOe86C5c4t6m3dtPDzWpm/32pobj8fgy4vXK9zeGyOTx8MsEu4l5/y72tL/lwubTwp7BvN8aixK7J1fS9VgcmKrETI9X+S2zH7NYqpddfZDJse09ay3BlN0yXPH4MfREsCTKjqquRnT7ZqioIL7XBPzeM3kdNhyb9UOMm21S4/D0DlWzuEW+25ZIKh4CkrVGxYKp6bu+zP7HZ/RPL3QKLGva5c1UnJrzMkSpXJCXKaKOLZoRtcUDFWwzr34ryapeBcxxdn8Er0Y5pzGaiKZwGnCkePGeTwQNqbaauoqGvzZ/Jvhob7neR7mmNzb1VTqzdmSMwuw7Q0X+Mypvo8Z+Woe5Yc4xzHY9vj5rb3TuuAaxR3ArW1ovzESZfH1+OIYuvajbftiyuSRYh3PMu6v+J/jVW++4hWveMUrXvGKV7ziFa94xb8zflftrOM0NCtrJyB8ujyiAg7o6XOytTuqwkgs+mkjTVkvY1YDzvlYqiwTQ1TScwVC22Uu2VydindZeOI5AzbX8jSHN8tl1OdO4OsuIRoorwMv9ZkR3ketuuADt3Gp3ogi22DB0ESZLqsL0lSDI1VdkI3kKeR5EYe5Yc8Syhadc194YGBefixfjyMmQlWPmzPH5PtXdM2/EkFYLi+TmROggleGv8wtYStnh131UhYiYFVSE6u9gxsyLlNkaaFwUxOl1qIrZXktxpy4yZqSuXfUHOnlotwCLlkdqOYwWZ2Y7jBkXNNDYmrWu3DmdPD+pmyil9+GO+cYyIJHNLQbeLSQ/LygpK/4MaMBW06kaMKc13PwxQivktW8je5yT56QqHOY8+tj8P2Me2LTeN7rnrlvG//1P/4Xfn7/IwCP+eDx+OIvH/FsiUUX85ETqo+H0987f0yPp2/3N/atLY6EzxbeR/WsbiPMwtHLT80n0mLiAnD7q/L37/CW5sPbtuHnQbsVjFg4jpOvnEjTlNNO/vs//QrAf/v+iI5xPr/HcdKn8ZbeWy1NMV0ey9xbZuMYc413bpvSFY7iSIlx+MkfNKZmiDLHXBgEEcfnhRUQUeY0PpN79rbd2DZhT4j3wwdNG5Jm5d4s1tJdY8IOzEdw0UZdbzf0nGv937ugbovHeU6jS0f0US/n/Jz0P/R1DJ3BV36nXz4Ho8M7P8d5kgMj5N6LC6UoX/JAUkny+DiROejpfaam+DDuuT/o0oF/xY8YvQujfM/OgP67X33vgVzT7Rm83JoZdFXYnNZ1KVHO7uDXBNtnTJCPnDTsmzHEOXLi6UBzXRxiSSj8Gpsl97je33HGVCqJMY91xQ2+ajI7Q6WzjlM60DpScDgboVRaX9LtN8gdQTinLS5RVzjX0a6DpjxnXYV0wb0QSA5yDLbygFONlxQfLb+aU+uNI9JW/kiP/KTmcCF0KoxKJ8z4ssueYpozT+PxdUF1QzFv0ntxURtiLIXFIcJhviba47aHx1xe/qax0/S6NjI5TsHOyjcDqVT0jiZGd5AyXXbQfefnW2cUh7ftqPaVB+tH53HOmIwC84j9TfJDH+OJlvGK/yl+XwUVk32NfYPgV9AIkUheit+CDcx8FRLTAiyoqstQbvhApy5iYslzFkwlnuS5zGMn4TWyMKwJx6nwRBza4g0kx2ktHKw1YgkYqCBP8r+9NSaGFXOVSecigLo45sZZxPhHPGDlhTIxNL2qIDlGcy7yt2scn+FLYljcmNgidIIyDb7y3I0Z7uZHLSZEkjiGrd+H4W0+6F1BJtZzhN87IRdxwRYR5dauROacZ4h1eEnWp4nyMhc1hrMKTaGFG/uCFVrIip4lmxwYgTJAbK65USWJXQ3zCwJgea3xy2tCLR3nW+GRAylQUv2BvvAFEVuW9q/4YWPvfW0uX26B20/eDiNMdMdq4pyYsqR2ceE8nb98PPjzPThSb73zvvV1ayiGb8af9Fv+yTvzPPj7P2ajYAzCyKFksgdpoAYER2pTufhLqsFdqFuv78EVdF/NBGxHvNF7FAL/xx/+yGMOWhYObet0dso3IYRYvi0I72GG+ETPWET+/MsX/zLOBUU6x+CcsJeTd09TcPcrqerC1jesOAoW8N2LztQ5zRnZnGh9o5ktCG8kW08y6A2a35j5nb7pHZPHam71HrI4vRKqtw0bJ+d5efQ0GcjWFr9k0NDWFlds2wIWXPy04YaJrgJ62uTDvdgBkgAAIABJREFU54JPNSQNSOt2aJiwBCf6Hsdg40qiTYT7tq2N+uscfH9M/uN7Jpd953Ec6PLvesGKf+Qos3jI/UNlce58JvqvbBlaZOn1DOz5TKnIUw4SogX1+CuN1mQ9uw8XBr7qJXeJ5uEyvA+rGcu1YmKcXM+tiId1SK43UybT0z/vyS5iPot7aY8ma1EqW6PZXIbYIaIzFyRZPV2pUpL8sAMazHEVmjbhq35QoU+hJ38cguauwWfIY5AQzVprc7Sgy/QkzltfpCEh6BvlooJEjflRUFsPb8+iRZwTvkqaHWjmoBOsYUt4hzRNzu9N0J3OBd+dqFwF9HnG+5chsp0hQPSYBTkOcYwyeu7qdGX5e73fdr7d37jdLt+6LU1B6z1FO3o8+PhIAaGjMe22/PsK/vyKfzt+VwXVxjWZmcRiMK8KJYQaqhvgZyj9jcLATsKX6uLliHgq0ZWxXpjLLlUdt994vIjUolfFT27w+X5msbgs81n39V5wkb39iZalrYeqS0F9TZC+XUXcOegoVhuwOee0Jc4Rnle+1A4nll2v+tQwu60luJbz6JQWsT30aNpK0hwxZ6TfyslgpMFwvN5igVru7KRCTmUSoX5VC0kjF7dSLjSBJpiUEk0IP4j0tTEUN2lxqLKAXgte4pvrM0RsJaH1Bi4KUiIlJya+lAknPRfydbFwj/cvrwqbIGoL0yxEsrkOyh2b1/3y7J3xih8zRNvyPvv4/uC9O23PSU5X5jiXCpNJCzW7vO4yBd3g+9fgf/z5z0AkC//7H/9AT5y8Gpj3lcRPgttZwggG2cHNTTSTglL9HNM5bK4GSmsK5qu5oZuytS2el5yU2PTgWuUa8ZfPX/FDkSxGtq3x021n36Jw7E3oTx4sdxPEG3//n2Kq9i8fn/zyj3/Gspsp2Sl+PKKy2LxhKKc7mkKDOo15zqXCh/foxOYxve036L7OgxDcoV5KoLMz5ZM9PVn2rSEYb8QHPL4O9u0SjJFb+L+U2fh4nLhGV/ynHDl9+YzpfhmaE822/VZNlg7DViPJbWLui1N3nl8cwGc2v4ZLCpfEV7x3Yd8VkdpPnO7CFFsF8bQR1zjPy5whKvSVE84/vP2EiqPZxj6/Xh3kHzqeiiFUsgl7JfWOr5xGRIIPXQ29BlhyI0vYwCPRPhbSArYnMaaJoz7Xvto01oxFJXJjyMXR3ogCoIRbuioucORR72h8ptvyznON3Kfes83wS1rrZAzR1mTfZuVFT3wmuXIgPIS+1logFvyhEuqSUA4ys4XsQWUJccW51Dx/NZkzIkOp98i8TS70iXkIbkAUP918CYQMtxDKyXX2czhjsMyNx5gh6CGhSFz/dslbwbQQHVsTyMgo1rUZNqLhtoo2Qf1ah3vr3FXYU5Fkb5IiZWW4rvStse998b6ZwQuthPIuzjlORo4oH9qZM4pcuJRcX/Fvx4tD9YpXvOIVr3jFK17xile84hX/zvhdlZvSHE2XaWTHsKV2pzRwYSRGf/oZXKGSF1cPGAw89TEak7HQvV0LH3zByNyvwYPKzIlEqgBqA19N1lACn6sZgHl5iERsidGdcsHjVASnrW5yc6e3RisVML7wc9LK82FM3MYl9ZtS7OeSWh3R57Kry4U46sU9M8RIJcD8GwkYX017Y7LDE9Qluk/F0zCf2FMnRT2m9ctnAqN7ezrTFt2jZw8VN0ZqnN73G117cpWubt2cgzGqQx2cr4IATib2BDMU1xi/y1if6S7rWqhEV65ef85SN6qLFzKnCItD5T1hh9XFEmU+ccFUoqtVeMpSMXrFjxuiAokv/2m/sd1lKc395XxwfE3e7jEl6bct5Ytz2nAa55iITf4lpZlsCl/D+MN7TFLeeufjcTBS7u7hJ8cx+Ew8i+AMcbaS1VbJCVTCQMbJOR5rSr5tnd4vWBo3Ce+nwzmS0xfTkLmk2L9/HTxO5fZWkD/4qW+85e//8O2d//THn3i/JdSxGeOY3HKC9cfbnX0an9Vg3jt9TrZbeU4Zc0xw576XVujkjbFkhr2N3ygj911RlYA4AnMGx2pZUADt1i9fmbuwaWMrVOPotN6QvFa31mjbxfOYH0eue/CVe8Kwk3PMBWfabi04CV5QJkfc1iR+zIAq9ewQnzMmd8xcWyXOVUG+p4FrX5za83Eivcc+VhL2j4n3zszre6Nzf9svGJgb9+3OmdPAuhdf8WPGec7FyTtGeK3VtnGqJRe8uEmy1GshliUlhioLmTYDbVLvuSYvdQ+b0Q5f79F6qNaqX1NXzMMDjpzEiD2h1zuqcJPr742GWFty3u6G2gXHRQdqHjYGeZDiguUk+Dwd88FW+2ZXaPYbmoKLrOem5VRnoUlkItqQ8sMjUDYK62++bHIYvHNxNj+GkzTR4KH7RZUQYjr8WMqmwWNYaCbga8KZqJ2Qmr+exUlROpyzJOynJ9XhiSIw9UL6iCAm6xgQCQXo/A6dkHFveZ5vm3LfGrd+QUBDdr987xT3QDPpSlICnfUo5dLHIyxq6h4TGGIL8llTwFf82/G7Kqj8CY86fYI8YeQlFoOSRA+vEF8k5YCOdGxOPBP502L0vJWOf2uRpOfNFUmLLZzucEPtulnHDN5OX0WA4KLLpNenM1yj4gB8DvYm7FunlSHcFvAWn4VRPujaFsdKVNmk8yGBeTULInORRkHigajRdlCmFq/DiUT/qDoUpUsQW2u1cATVi2elpr+BRrpLmA3nStAkvmdRzaaE1PwqLLXgOpdNHtLX36Mg0mlPah1NFWltebxMA7dLFn8wwS6o4zTjJvuSWhWRNDmtRVnDbLjWeGk08ctvQYwxWKIXW+sozuCsXAZ1wfza4FQ1PYLqWwVpvZwher/zih87Pr/GQqXdekO1LVIxtiUkNF5w3wSZUZxDrCfiwXGs5oLJxuOvv3D/CE5Vo0jjJYs9GaetDY7kPhVk4/OciOkFC3JD9Hr/rid7FiMA+9GYMji/nDOhaLoJj9N4FDHZndv9vpImf0y++uSecI9fj5O3+417rUG9sWljekD6JsbHcXDkMf2078jeFz9KPb1ypK1u1CYNboqnaIz5YLpjiVWSHVCwaogNp986UjwvjNttX/yl3pSuHc0Gyl1DtvzINeVO+EuVkSd74+PjAGHBLx+m/PXj5J4P9O1usWbkWmlzInMsCJ/MKLBqvd/6zm7gC9oUMOmC6733nebOV4pgcBo+P2n0JZ3sAhwnswqmrXPbdPGufv04UDu45bWZL/PwHzrG8CV8YCPupyromwckv67wdGNHsNq8VdCtpRBVFRfBM9jzPU6JWrw8oURiLy758FMkBcXzeIjkutafEGrQEHEiIYRiqyCLNurAGWtfDFqELjpGF0l7kUw/54m6LB5P9I4VzyaxeMOfGrAPnGYXVxlpiOjylEqDnOREXWIbAZfMRvOMBum5Ck0PCfn8DDOju3HWZu/hjVfrsp7GVFvNVKFxDlnQa9GAPhYkUIkG+pdftASV4K6VFaoql08WQYVoT+e+tRT0Se6Yzsltb7Se3nvZMJLlO6XhjZXf+bSJMyOXy3VU1MMGJ9ek8fjC8HVMb/edvSvWKm/iFX8jflcFlZlx3Y+G6sVRMtPsKMZvQwxCFjFb0+fIVa9NvkGXvooy94b5XFMQyQ5l+USEAouHRBw54fAQcIg3EMRsERdNwuOqiMSzeEQGPbua20Hwk3KT1tbT1ikLxzk4zmua42a0zhqLjSkwn8QVDMzm4lRB+FBU9RPNq+BD+RM3KD6vqo8gnq5yRoX9qTMauYDxqHOtoXZYH9lbS2WzXHAtobxLzSauh0ksFKKxxE/zy4Cu8svnCVOdc6qAnqubLBKyFMsI1MK3Zs3I3HKBy6LQ8v5ZpssxmeyuV+Hnv93wVJUmVzewpWdEbW7PGO5X/JjxeXzyH24hGDHMGZ8nmobX79rx3S4lyinY8IU/j4fKw+MsH4bvn1+MsfGRN805PbrKuWgMd2z4paplk43BzGbEPEOYYqsEXAUfYzWBDLDD6G8lcuH4CF85MmEZxBJmOe2dOO0YNVhhzhDeKYPRhvLrefLHe6r2eSQS1az4eBw8Hif9LZXoNLisvdQvNdZiJybqcQwx/d8K76+dx3E1cbrEGlTqhZLrTz1TpxjahFvxNNxQD84HwOwa3l65Vv9yPJg+uRVCwRtbbzzOiRxHfk+471fTpnlj2iB/HW/V+ppQmZ2p6hrx1jr9iRPjYjyk0cr8E6Wr03JN+/TJeUy2ptzzPNzedr5//1wNtvttp/W+1MS+f3wxp/F3f0zPsBfH4YeOia/9YmI0cbwauJEaPIlYOXNOWq4FXYNTY/hqFKLRXPx8Qmp0acsDyrogT5zqczh6Gmy1FmiqlRZn01C9eD2Ih8l0cXDYmC1UA8dRnGmni629F1GkFVspJnGO8JXNbrNoXhc30abxpgalrolhc17NUloI7ayCypN3fcGDWlRUF6pGA7VU+72Zo3IJkJlnPrkasJPTnLPWyAl+2iXmIZHVFdLHTs+Jk9dXRrbglZUXFsmBaysvklgvqthViQnUGlAJLoJmMdsddn26IdxRd7ZCRAzwJux1qcxCtXT6AgM13+gYPYWVzs1541xmw19NYV6Tf3/lMH8zXvO7V7ziFa94xSte8YpXvOIVr/h3xu+qneXTGGtoIuEaXfPVAsiTkBBtAc0qmd7U0AEWnGKMgMAVBhXVkP9cLcdUBcyOQaPR5YJjkPLG1W0WJoqsjpL0npriOYa2mMJ8zIHkiPVtc/au3FI5aqMzUaz8W/K73W/ZiW05dSmVKAYYF2fKA4pS43NNtlPhcp1UtLH4bb1VjdCheBvXhKkrHGdb4/JJ+G1t5fCdnKyySOnqgectzpU552Oyp1JVk+hWL9x3wqTGMZnZsu49pknllzDEUoHn8oFwc9rC4xTnrdzZHcMWh85TrWgp5ohg85LAj9cLKpcTueFMN1pN8lwTElG3S+LGF2fuNS//0eM8nUeLEYV1cOnLnKS5cAxjm08ebz6fADTho3bfrmfh4/OBnJN5S46CCV30Uqzyyd5YinnnjOlwTbU3DZiHZkv6+2PgPtneb3kMMZWq2b0O5escHOZl+RS8C5ELqpxqVY8arZvFvVx8Jgk1w4KyTowuUA3p78fgdr8vzhTinJ9fSE2stpj+ynlJAlt+zmq2oqFWlS3gjmECM7/n13kwHoZJKW4OWlfOxOM9vgAZ63nfb280hJEONmYTPwaf+fP99o7LxNRWp3vH6dudszrlOGMIs3hcXdm2S/10mrBz7TmqhjVlSTUjNGv0vWDokl3zvJaiyL6FZHTiLbve+fbtHS/eRK6N5Y+zb52HO5bQpM1fKn8/cpzmi/djdinLQkwH/Dc0BkV0LGuWFg870/2yatBQnp3/an+vzVW0IzuLg6nDoDk2C+8b1Iay3lQJ76QlWCsxuX7kPnvDUnKcBYVupZ77xB2XJwqAuXDaBY1WSWn2/IjNHZnz4nVtjdkCqgyBRNGzIZWHNcILdNryczOJefbag5fUMuvnMZ9U+2bYxJzPW7ayFD+NiU9fa+Lsip++nnUhETDXUA6x4KUX6kUkJlL9SaWxNS7Ey/IKLIpJ/G/xvLZ9AxGOyi8nyb3MPBaPqWClwPkbkb5k8WlhW/NMt2jeOUsWf5y4DSr7s3XhX/Fvxe+qoBJnSRSD0J9GuoFVbQmfg9SbXHj4kB82hsuCrow5aSrLL6EkSBdszOOGrYWhtYZoWzAUdcnFsMbIkRQU5woxWrP10Jk5ZpL1VW7qLTDMBV2cwDkOjiNNNQ106wuf7D4CRlj8JQ9IodZqliT56dd5EmcxXxPth6GLGxAVQtE64zVdL9iSm7BtSl8y6Pm5C5ogiXa6xuWi1/jY8WXAV5/ncnHVxGNMLhq4coBzJDk1z0vDmX7B7VTjNQvaKL7M++I8hj9XW3DOC4OdB43Ikzmxe8q7P8nBl6yp1QLpNLcrgfY6oQUJevEbfvTwMfl4xLP3c3vj1Isc3dX5JrrMVQ3H1ZBM+h1jtiAS73nfPc6JmSBHNV2E3gxPfoE1x8ZklGG1Kpu0C1pgzhRb0OV+U5rtfE/Z9SbR9tjymNWFaWGcueUxHGaRpCc5bJuWAipXgdWbkgobbHtHzdb68HU8YDh/SaPff/n6wO/tgqLMEKHwfHZ967hZPhZFmE5p+OXBIuzbxlti+MYBYm15wE035oQtSRA6JsMujziXeGat5OQHfJOib8PeNr64TNynnRhG367kwj24WLPg1B7XauT1PU7n6+vBTyne8fO3HTudr+S07InULjjm+YgmUPHftBnNjccsCDi8bcrH6aTFH42TvW0LPv3lzj6vtbNvjrphaVj/119eBdWPHG6X6FHcmlcrU8ToqtySJ6jS8K4LjofnfT/9StIl+VGpKGUWLKeyXZDcFWs9ibvfL29Ff+pFPx3Noh5q0A5akm5OmcjUfK5KGEvSTylzGBea6wUh3pT5mNfrJXrMVShuXZDeFg/UJP6+vJGO80T3p72byKO23tdxOsbhzihoozvKgX0W37WFzUq77CdsXnQO0UbvXBYHM6Dcq/hJSHSlVT2E2VfuGFwoAuZX55bIHUusYyO+87MHmKArDxo+Oe2ib/SmHD7XeZHkoX2VSbxEzjGlcpiZImqyoNA9xTs8cchTQxil1jyxKJBXYarP5/kV/zp+VwVVOqkCgT9FeOIvCBuNngvJnMbAlnmlVSXhRqHeb83RJpcQwjSG+SUqcYaaTC9itEBrfnWXbaKuK2kfI/5+OVl7TGM0Ww7uzjgthCUSs7q1xtQn8YVzYONcnKlpzlRhS9M7wxg2GZVI2IgCsR58F047nwQnGlMUtcLIRuLwGzWX5H1JLdy6MZ+mOU09+VaXapgZ67yJB9G9roUS7gqLSC8d0XmJXODpG5H8hrYFZ8Afi1MBgY+ujtO06Gg9WV9FZZfnscz0plzFkMpFlNXEIntdWxxvuhZIzYmZuNNyWmgW2OlK4oTw86hzKVKFayY/e6GZX/GjhrS+PFgGxubCWX4rXdlFL9PdQRplp9qVxtpxnM5XNRBmvKb6Hb0px7QwgiTWhInENBu4idLR1RBpwZhglvKk532aa1I0Lp44WWMiTTBhCTQ0HPQq0gRha7Kw/lvfeL/v/LTHff6H+50//PSHpST4//7zn/n/fvnkI7tTR3LHPKfmfdt5+9ZXATfOMA3WJhxZOXzbGl0Hv+a69v5QDpmruzo+w9B4TwXFn+7veaRxDI9pyJir6NMOcxgfHym0oUq7ddIXnF0b29uNsVrQwYV827dVvB42I4GoUR4NdzhGFC9fR0jY3FNx9ee3EM5Zxpxzsqms7/0xT8Suybs6+Laj6fwblFtl74NZwhcEx6SKdpFQdlu3zwgBgtW82l4o/h867HJLLD/KuqKqkS8s/kszQifuQpJsCjfVpRIZPpiyONJjzZXzPc3CHy9/lgZDWKIoeoE+4jOItyvRAmngsy1Ujrngrk8eS9GUdPfFeeqjxRs/qfTNduVdYoEuuuUX3bpGzlTr0d7BBuXrq03TeHSNm2KyJlc+EObC17SnIWEGvHylPOyurIqXaNCuok5hPIyzzLWk09rVhO2S6WcmKBtxjh557ppGS9qc1eQvYa59TawC/bPV9ZUQuKpzu83GG8ajDNMddDGm8nuLrcbt0Jxyrqn8LZrtT1N4zxy5VKHdjGMORjZoFMG1Xzktr/hb8Vp9X/GKV7ziFa94xSte8YpXvOLfGb+rCVXb+poWYM55jiewb+CTlw6ggGq7pIE9XO4D/VaY1oCtrI6OO2q+ZLPnJshgyXdKdjjqL9wtmipP8uMNf1Ll0egE58/DBzDwqWjWuo30jCq4nBvHeS6M60xH8eWu5INz+sL9z+EgDenVqglFHb3weDS5vhMp06mBuVvnzuCCDUpMpEoFMLC+Y0nWm18qOfG34atyTaDC9fzy7wqZzlYQP8JXoiZ50wZjnpxzhAt8HYOAl/7r1MQMr68V/mHZMTK5MMjxgpJWzW7Rk9JRXSv1p2tfWAeRpfyjGhOu+p5OYBUKVmAaEMSuNbHiFT943G6NfPQ4x4yJwl68TOGfH48l7X3re0jnWsrCaYfE6Rf8TbN7/MgH+CbhGzKyc3q4sTflLSGAh3nAdspHRkn7gNLeheGyuIPDFHNhT+6obhOYzDmWApW3q/sN0Htn77rUxW7N+S/fdv7jz+EZ9XdvO/ddOcpfyZV/+vWLP3+GdYN4wAmXgtY09k3RhNP44dhMJb3cgYbCjQuGODmZX2NBfB+PkV5U8T3220ZHOJJbNttAT7Cc1HfAhy9YsrozzJfCHnelma+OtLSNTz/Z/IJD27Tg2lY3XoQxfXGofEy6NtqaaMWocSliGejUNZnvqjyOY3Xqf3rroR6arz+mwxzc77f1vcXDm6sm8b33gErlcd82ZagvP0Opg33FDxnDLh019+Q3lmpsa+xdlm2DamxJyyvJY8qyxTIDJD/PBS3Za5/MCTqLe2jsItSbSgse1UVDiEHSUiZ2fuO9ORbX+hm+P9IX6jpO00U1Rdxx1cXHkSbc+8ZWsMExUYFESgcd42lKNh8TG4NRHG6LUV5ZRcw6zvOJVuDQaTxqR3fJqdWVFzWVlYM0Mh9Z0+ZQGL1LTMgL9FMQuKYN7IJNCx6+oglFnMNQa0l9SEiwCm97Yyt4N05r8XdxniQ5bHUtw38rqWNszemiPBaCaqL4ggSOpSpd8PKDcXzh48YsbyoU/GTMQm4d4Jeaqopi2hdn82VD9bfjd1VQvW3bSvKP8wzezFMWe9pAiry7N7bWlgT6OY1phovQ8wZXbSHZsOA3FrLD6yENvGstDMMDu1uLjdlMnOw1LhWVy3yyhR9D/dxnwzXED8on4BwjcK0lpWrG4zw5F8k0uD1FaJg2GMaS1ZUkA60FNheGtdpJ3ATlQzEtZJRPvzhMLc0AV72RHA4vPDH5IOcLPDlfBacjzYP3pzGzPhkkiwxQFvfodGBciYb74Jgn0y4+QsguC1oJRHLfCjDRXWINLuqYhOxI+bRYnjtbHCwQaZe0q1dRVt9ZFuxvSdTjTK5xeasFsKAHCremCxLqi3v1ih81WosGBQDu3LpwS5uEjzSnrCL9eHyhXenL/1YZkg2EvM3O6Zg5b4kDm6r4MVbx33uPRCk/PwRa/PLbk4Y/ZRsC9C7rPpY5I3nI56arhHCPC1vBgKfQutITevy+Kz/fb9xy0/2pbfzp2xvf3uOL9NYQV47PKIr++vmdj2MmsARuW2PbNn59hBuxPE7+9O0d1ZTmnSeocbv1BZ+203g06CuJ6mxDljDGsGiOFFW9i9IEdi2I943v/nVxpmanbcotr8X5yPW6V8E22bTxdS8opNBVGedcaysOdGGUR18e6y35KNsbmCi9DItt4PTVmem9B0R81DFvfPlZvtBJlJdFgZmnIRo2HcW9OOfg8HnxO8VwuWDkujucjZnQyca1373ixwtD1rMNFLIdCFnt3xRUAFzFtUhAeeP+qoI8YepaEGDlEBavpncJ/6Mqbqob+lQgmfuC904Lr7OVV7mjcvIsvILAM13Ysxk5SjyDWId6q32yI7szS5LcUzDHLxhh1FRXDqQCWxVQkt/XCyJ4mWxfCH/noYO3bLgMFQ7zBROsfKAen6aRO63mqDtdYS/pdmm4jcUL6yrItq8Grzrc1SEL19GOKCrF+aYhztP2aFovj0HiWiw4nsMhLI7cxJAmK69qEibMay2AFAXI82ZxHOVRF1tM5Lmr+BxnGJinF4RaCB15VnXT4vrX2i6v9eVvxu+qoHqeRmlXmnWsFJnmwPzacNzjIanbwzWSEDd/It6FilttsGbRQaohSRdBm6yH0Ov/nrpDQngTwVW0VMJl5sF1eiKVSnZajgLRT2cwlxDCnMGZKNUnhDDM9Ov35tdtP92weT0IXXs6Za8/Z5cgpscpzNVPZKGthVCuW2bCxMNbGniOp0rQ9bAFJ6m6xY5FqhGvrwJ0nQcLNmS+4PKoOerdmDOUg5YqXxJCq6ByU5xjVX2e53ktqC0Uap6F9p51MJgWykOVuraLdwbRqWk9fG/KK+fMaYGWUYSH304VYWqh0HQWb+/Jq+sVP2a4X6IkTYStX+Rq/zwRva2JhjHhPBln3tjbTHXLuZKLTQTruric0oVzzMUtai54s6WiFbJdHa+OojnibW2Q0jTux8q/F38yN2kLkniXtroFtwY/fdv5Dz/FBOpP9zfe97424nvbU5emOA4bHx+f/N//8I8A/F//4y98inB/y0mdG+dpoRgWn4phfI5qwAze951vt311vv/qn9F5vVXCItjpzBFbuYwZnKby+NtuWHOOrE7OAW+3jUcZmLrDeXljta60zppwb+YMGWzp0uL9weYbxzEZKTcWl8Qg5//nsFhn8jPev91BQzwj7g3H5+Qxi786wyRYrw4yzei9eBkeBdKSP5v4bDwe5xoxuBjH14P7LTrjzIlpW0mYEaJDWzWKnp1BX/HjhbMasKqREFfx0pBofuZLReDw1TNEPKZVOi4fKrdQ57w4eMHJKbEmF+UYtp6TulfXBNzCs85WUzkU+cq8WrqvRmOFuIBdx+WJRrld22lwk/KzusBsvqYklhyo41iJFF18vZ5EvKyizcM2uIQ0VJyuztecT4p5UewNrVxLUffLt9KjyVXopNaEMS7F3taUXZU9F/dtU2w0zhSokd649R1Pvqy40GTymZN4xLm1jbsETxOg9yge59OECb+sm4eF4FHVriohWFYImd6EZnNRx9yJAq3UkyXeqzi/zdJf0y8xHtMJdjX4zIXWLmPo087MOfMYXiyhvxmvs/OKV7ziFa94xSte8YpXvOIV/874XU2obPqCvjUNL5clVW0CfuHfGRLQNS11vFBs0dZXNT5lMn08dWsCd1tTkt41piBLUSeU+wqCM4luU0mKqkpAdrJJcvhkE6NRGNoY949hyxcsHIl1AAAgAElEQVQirEp8qXhZqsZVp9XFQeYaybsqzVmcinMcIJeccJeGbHJJAZvz5VDTpaaBhzaz5XeBOs1l+S1Ziw5VnadSLlzn1kOWuSZakFOs/ItdhCnyJGmfPZlRSjNxrp45WUXp8mKLSaAMavwtPa9PTSBndOVL5tQ9IYUXBWsdV13/7iwPkJFTtSYF/1TE01Msz31rGpKlxalzI7x0cuxPjPMLIri/JEd/+DBzvJRBW+NEWaZSLnS9vE+6Kp/zsaCe7j3WBxeOUpckXq/bvn7+PCa/fg+VpftdebtvWK45t97AL78lN48puK5DCPGsmli0Hl3QvK97a+DG3ho/fYv3/Pufv/Gn9xvf7ncgfOq21tmqbRkmA3z//Pj/2XuXLjeSJc/vZ+YeAWQmWVXTt6WWZrTRVt//02gz0tH00fSzbhXJTCDC3WwWZu4Otlq16B3rwM6pe0lmAogIRLjb4/8AoB3CP/72O//PP/0KwFeHyy7TC8tQtuL89DmgLa01znZOabDuhtbCVrfJR/PzwAQu2b3d1Tn1XJj99Pc7E7JD94Tfxmfe20mpV3T68/lY8uO8t4LMDjd40VhTU/5zq4MP2We3FoTzMGzaXCSvTNcU7G2v+Fi3NCWR89qf58HbdZ/7xZfjZBNhTx8q0ZBNfnuL+6mbY3bg9jKFBf0M6p2mwmJM0WVBukXZxDnKlJrkGT9ufK5lTl46jjloXXBPM537T/eYmp7nQook4m7mJGKhujshgFoQKWz5lptAF1+0BnNgqdv2rkF1mBMsUk0386zui8wFgWzpMTWdaxCdrXXKPtSQgyM++OzmHWxNXbvf4mzaggiKgCcPfNdw9GwDIWOOSV+8rh62K+WB8CMuqMH5wKlydEKAq4ddhc5xD2g/YSjznoHHuY2pmldqUa4DWXAplFoe0EcxUXoZ8LtmXErhpTjbJT0BVfHGstEpTrOTow3YsmJWJlXCxMOfK/NHC4b9RCOY5KQu4Xpb65g+wKq7cT8PPo47WnPiTcCoy6Ch7BUVn0ql1RTUOOaHPHOYP4o/1eprGJdMgFu3TL4Hxj42fBuZRwmOzsiFzD2f/wdSaCfhHWMzE7T4HMF2CyLj2DDDNWCNbMPrSqdhZhFAFv9hsyhK2trng8PUTzw3TC97jtzzmIjF0ScEKCCGAxZQS0k4YxIfZaOZTRijqVPs0cTY6RJmbpDeBwKYTz8ESwGIWZuahwHmOOjAGsxw8cQSP8BSfPGVeq0hYzywk67p77VgTSIwhFeDcxXrdh0+NEga666NoPsD/sEA6oRCivesoiY+c3yr+XpiUX5Iph7Nnpsl7NJ9IAsoUnCVCVtSASkyYaVFSmLKx3fzHAj/6KEP/AI84FfHEIDoDdPGNuSB9QIpohAvjuf3wxy1IWQgvO5CSRhYRTm2C0VHgmwUYUJuGmfwPCemTzDv09SyefAvh9eRiHJRwTPp6ltn18plV/7up4D4/eeff+Lt5TKhzN6zRzA2ene+3u/8n//17wH460fnwzpnPgevm9C9rzWoFiqFlovCx6l0P9kGMcg63U7OLtMo88yCapkiF5oJLQlMtcB+Cd4rgIlh3af/lgvcT5vNrFqCqzo2uKIV7+f8+Ylx0Z37lte5bbzf71j3+Zx27/CwVorCZd/5dh8yxMLr0fnINejlcsF7Yx/E9E3pdq79wgOqtA/ObA3BEM21t1ZDakeLc7ulj5gJ+/46izYrHsbNww7CO1aUa3mLz3jyNH/sqJN5jMZGPi0PTnHOfuDnYE9p8ptG8WRR27jOvVOKU0v4DUEk8c18wvHdWjRcxtZkBRH7rsAyZwHZHRBZ2733/MmiMbhJ+HEOzpQnzHA0kaTQnAmd1Qan9cXB7sHR3geEj9jODxvUiZJeVPH73TtWeNh3lSae0ueDGqEoBU1Ncu/GQ28ExdlrnZ1W6x0rdXk81UGTGDSIEBe7DO++7YJWwXyt91KENkzg78ZeN8r+QCmRKIpHs8sJrvtgc7TuSXPIr8aj+TwXahGsrK6RSXDg5lcZDDjOUQRpYTOjHwethoBQ2V7S7yd+ZddowNVRUIlwLy3umfwun/H/H3+qgkoq7DIEAO7cz3OKFIiE+MN0GddI2kcSbyMtTrW/+EcJIuBIvUtMTsYNHJ2bMpP2WNwW10glqv9HkmnRMgus5g52zG5P687Ze/KgckEcql4PBnNRRLX8TAXK6uR6JPiDTInGGjHOe9MtOkNj8Uqs81bGpCb8IrTI7PCIxLWZtYoZJo88LIvPGXhiB+gL7O3JLxi4XWATjW452VXvfV5HJHwrxjEWif8eeVyaU7QhCHGeOfEab+HO6KzHdxWFzRLCyPea5sThKzQ6w6pRDPX53RrSUzVseAD52CJWQVWrzoU90MwruR3cq2f8uBEl+SgCTii+NulN2X1nz2kTdlB9GE3BS7kgBh9u7OO+lUKVOqeaxY3PrxX1VyBU/qQW7IyN+QDqfpnPlqrgrc9EwC3Iy6MDc79HA+iSCdVVKn95u/C//PzK3759BuDTZU9PlUFEDnXQW6oT/vb1K//y5YO//5eYUH05O6Uol5xoaY3nani21KpULdgxzN/iZ5csGuWsnDfny3ksTqQILj4LqEY0mrYtp2afG+UqjMyvuXPel4qrqGLDc4/BYShcL/FdtKNxqYJuo0ESz/QQP+2tByrA4DJEJu4dLWGkHK+Jb75kkvRqF+7dZwJ0eGNTmSblohvdBU8+3FYK133DtzHpF+73EBkCaM35vG+oVzy5F2ZCFZ1Ksv3WwJ3tZQkd3fzkzYZq1zPj+ZEjNCFGcWKzoJkhDsPXDg1fMh72tCW4F/+mylaUa6q9CMJhbe5rsz2U+97msaf2MQXxE6hz71cD1EN5DzhQNpc5NQn+Z/zOKOJ6iWd7eDS5AdYoPppAQSNfNC6hVB641oa4UPviBpXCbCq7KTTHB9pIYsomLpPrVbyk4upYH3JCPJrG2bgixTsKG/um7DlV27RiHuseZD7jSstp0F5KGJ5PATJDxTgSSSBXsvnjg5LJ2TvWl4m3b5bTomywXAtHW5M+Qbj4EjXbtjLX3riOof461h/3FGWbohWKN+Pb/Y4NMzPd2OrOPoSWVCjoLCRdw78ViTWq+5Oj+UfxbJk/4xnPeMYznvGMZzzjGc94xn8w/lQtc+/wLsE9aL1znIaVMSZ2EOfMXkuhol3mhCqmU4I/jp4JSfTJ0yGmIGtykx2RiRuM/xs+U6oCZhOGMRyqBnzn7EZ5kFC25Er1MGGK11jHrS139FqwLvQ5gk91wrwGjeGnNToMziZl8rhEhAcUIzHfyikTOYKWmND4w3nDAx+haHC4xuTaUwp6wG883NsXT4mYDo0T9fVe+Q7JeXu47t2nJ03agYGzPGDM8Obhs0Xw51QWlNslzmn6ZxDQzNHdEaI7taaFLV40oJVTgn1MG/MK+eoYNl8ysRAqjiq6RvDuiNqEQj0lR3/8MGR2Xhsnb/tOuYx14KSYU/e0brgJ+77RWt5jvXO2zkc7psrWy17Ya00vlegiWi3s19FZPRE3fj0HhLdQL85eB2QHTpav3CYxje/pdO8tjudTTpM+vxT+7qcX/ssvf5lqU0ioPr0fIXP+fmu8fxx8ef8GwH/9x3/i99PmmvPyqXK2zpdbwEa0KNd9qRuijolj2WntcSCT96UCGLyfB9c9sPxbCbja7R7XYXfhtA/2EhOmI32tSl7b83bS7jYnTlWEb7c7ngvlVgq9wJbgpG0ju9G5NrtD9wkjaodhZmwXoeTYauuVGx1NJcDuHenGS3nJ8+o0YBuqWta5H0xIzr5tmDc+xjHslUstc6IVFhksL62mwVnRTs1ptrpSpNByX6ulgi3/rU0rcpx85SsAl21wI57xI8bgD0Nwn3q3ufdb7k9jHynqufcuBI2kDPdAcpT0d9zSvKha4Mwmd9iV3n1y8nrIDE4POh9k5ZHbJARtbN/WY5p96pj8pmWD+ILLaeRM41l2Igca+UFPaNpAh2xVUpV3oHSCbzDQKIYl33lNUQIJtHjl/Wx0Z147EBrGGLCIBiRvrJtFtuBED0sEqWjd+Pkt1s3X65WeHp4A7TixY0GttQanSsf6IsJVK5r5yVadu53cb316DEZ2YksV+gR/yB9cnFoWxUCTGzuQLprfy+CiV++hDDgSFHe2fWMv6+/mhjSnJ4T46B01pspsEU016jWJM+/zun2nh/+M/0/8qQqqs1mYI8KU7Rxj5J78GJ3jz7jpB47XHrgRNm9oQ6kLQ+8J35vynIqn38F4D1GZDwCuIbueP1eU4rZueBNQloSpRSESS0wWDq64MOFxRSVBiENjPOBy4zwtkbOjINN8yEfh2OzEH+RCqQG/M1vXbQhY+BSySLPLMS5XDSLlhD7GtZ4JlVhKrY8RvwcbaXAHRINzkZ9ZtWZRsgB0olGkweCexXUYsp1nM6wZizKQkujj2osgXrEhA2uOsuBXUnak6IRLFI2yeYzPg6hr634RBenBkvPBsfDvr6VqFHrj2qsSAh15qYdj3zN+2HAxJKV3f/r8wn69sE16QZB5j5aFhhQulysfmY0c58n9fuJHm7AvTV7NlN7vgrVCsyhuEKGfznEMSIazm1OTLC0o994nxv1ShF2Uk0isX16Fv/x84X9OSfTPn1759LKzFeWebsIf/c6X241//vIFgG9H49u98e1bQPx+u93pDv/pc3zm26crX97vfLsHLO1t29lkmzYKiEaq0FPwQXpIM+c13OuVl+0SVgXDL0uVi298nFnU+Z2zbMsc3DrbZZ+Qk8F1Gk2cwztbgdsRP7+rUfZKyetWisSakXYUWy3s+xIgMkDV2XWfhsdaFO4H94S7tG4Ud64vUVCdFlwDneslNJEJ4TvpXC+Vl3QoLXhyx8a6qBQRagptSHVu5zuf9jcuCdHqfo91bjbdGlrLVJDu0oGQgI7r8lxjfuQocjKTWQmu8txPICF++bvJl5qUBAApIVWQv7RpJEJbwgT3TTGU2zkS6nhhZRRxmTONLF9CcGLsxSbySLmhIJEX2YD7pzmugo5mdlEwQRMXeO8dZHk8NXfUfXKsLhJ75/DKOszo1qmZw6gl/H80RzVgykMmy3Hk4tB8cuQ7If0+oLOa12vkdrUqr5cXXj8F1PpNC/WyT/hv0B4K51gbRKJZmmmYFE2+2/p7cyZEcFIFuj10kz3yx9nUF7yvxnLwoWTCLyWHAi1doZoVcA+vQWI9wkGHcEYtXLdCyYbO3QxcUamr+HQJ/rrOI8pcZ0AhQYst+fkn4u8P409VUOEPPkPubFuZogXdDFefCbIJ2RfJyLaLo7M7Y8mR8XEXWXCg1oTKoyuUxETtPn0aIBahUN5ZHQl7UKIb+N0xdTn7kdOs5XXidKoWSqqyqILZfWI1K4AY90maIlfW7Ix4rD7jTJ1Y/FzWIvzIAxqI7N5tdnvFQ/FuLNKtG1V1LWDuaFlkWndBvUycdqj4ra6ZDP7TOCaPBWcmZORUcPAjRDFNkQxbPlTmthTUxhuNy1AkS8s1HdKyTJZVa1yDTNBigXy4hhrTiHFDRVEoiDj2WOyyjJ0VQ4zpMr5JFJVbOrtWKTzjx45a99lhlCK8inHmtMC6gTmePkYf3emlzFtSL5UihVcTjvRX+rjfuWwFG8mBCSbGltOjb7eDrx/36TtXrxXVJcag3ijFp/F3K1DV+eUar//Lpzf+1//0Ez9dogjY6o4W57dvX/nvf40JVGsnvx3G78ea7r8fJ+0cnc9oeGgOP67bRr847+U+zgxKow7+6uncz4NjCutEcWnDVLcQ4h2loNsQaNiwuyFJ6j45Y53N57OIo05wCgDflUtd3FG7O/26Td5WoyMes3cI1MDZjPstn/dXRR8U9+yM5/k4lqjD/lYorTBIDiaKel3Fiztb3aZnmKhQq3CMps3ZaBgv6ee17TXUQ7OoO1MNtaSCn7pydOV2Nq7bSOQqh58M9b6jnagY1YfSrMdEMxfndq7jf8aPFzHdyT8T+cQoApAo+pf4pkYDd4gdRS8WVKgzKQ+RJBv7ZlFUl49l5EVx7wHpAWVz30yFqvmcqYap79gqu3Y6TM63Mga0Ot9TukAxllxC7N/3WzZLBJq0qajbtLIpc29Xady9ceb7XUJeYnGL3BI9NIolRzwKkdlodmBnNrNbD7+ulyGcUQvXbePtNQqqT5cL+16ncFbrLQxxR0NHja6Q4AOqD9GZcYKCSZ+55NHCE7PWsqjlItzcJnLHEOxg7h8Fx6TO+0E1GtujaaK+ePsQuZ2qUHPKdtmC9zUGBK07pch362LwTs+4njALp3ltxdNcPrPE/lxf/iie7axnPOMZz3jGM57xjGc84xnP+A/Gn2pCpc7kzISqDHO8OmS31zjVMF+S15ITEReGlVUotKVO//g7XpZqnxsm8jByjynX/LsE5n0oqJzeaQ+y24qD+fJisRydyzoPzfcf3gROB++Lj+Ohtlemf4LkeWcHooPUPqconeiwzm6RxLh9dF1DbSuw2tMHyjy6WHngR+soD50Kj0ncGHc384Ad+PJK0SKzejezGHNPlGFDpE6YYwgVl6lMaNLjeP1BQa+Eel4Z2O850cvTyhtieOOIhOfE8HwQB+99TsXEJGCGdcA5neY2HebdjaKFB0sPwKYL/HjPkFpa/6C1zA7TcIJ/xo8bP11fKEk96r1hZ+Oe0yZRQUuhJQ/o43ZgqmypNHdJj4/jrNwGb+Zs3M6Tsw0lyILuOhch6w3hZE+vop+uWyhq5n2/1YD4DI+zXYSfXjf+y6efAPjbn3/mp5frvGfvvfHr77/zf//jv/LbR3Ka8viOwUdsTmmCD6x+DYiPJ8nh63FgOFtOUYpqcCk0IYTHwXHvk7e5aaHW5Vu3CaCGFaGlD1S5x4r0lpM16yX4p7l27lvBTueekL7tYqFyVQY0Tvj4+pWaz97bdWPbKiXXrIpQVTgvay2WAhxDsvzguCnIfUL+2vuGdOYUzSxNK7LtXURYc3lwDCklvHmIiaWa0BJ35GdAoUY32LtzHuf0EKwCL1WhyFTb9y50Ovf3IbPfeNkrZUBGLRS5Bt+kH8815keOe5e1R5lQ3aba3Uxn5sg7ebuLTo1KKNFOPrLHFOU+JjOnhS/cQFVssV3Z423zb2gyD2j8yKMefu4lFP70MV/RPLY5WOtUYaFFIr2YSB5zBynh4cbIiwwb3pvdwGRC6zvG6aAJrfUS06kxtd9qCSijL6hsB+Rc84NSI4PKtIp7h/tx8JpqqnK9UEqZcN7ADupUMnWFJk4f8N6zIypsg3tmceY+RlgWlBOpD36eWqgINtBF5lCdLoNaEe+zDQSUWKAjUuHZe5hADE/DvUSu0WbOclC3MqGUOOweHn8j8Q/A6PIdG7fXhHgS99VANA0O+jP+/fhTFVS2REARsSD/PkCBlYWZTXOFtXaophQmk1ej7gglzPSIDdXknPh1iWfswURPKFrYt/EAZCI/HrIWBdEYI28SmOU2N9QyXjQLpgqI9Jl4hD8UcwSbZDAugwCespmjULCE3w1WqYZm6Vy0Q9qbwOUwJEfHAzmgLIo5tOGF0pxmPh+u7gGNs5FIuAfhc1zbqDMX/8FsythDFEfiYA866zJlMiKBse6B1x7y7r1hvdMfvl/57vscD3/+S9EwTu4jGUo+zNSkjRvkAd6M+CBoDnioR8E5ijcPOOcsoD3wz+PMA4YQ8qgw+A7P+KFDjD3hePd34ffbO56Y9pC77VCDyHzdDfOTOosjp0hHd+MynrcOv387psjEpxdjd5vQVnPopfJzig1sL5VuMuG35lB84/UlX78r//mXX/i7n38GwEW5nSf3j+Am/cvHjf/3t9/5l6/3ycsc5MMBZfy4HUi3CUmun69hEJpL0F/v71y2KFhgwG8FHX58WjCxyXHQrUQBlRCeTZyPo3OhTOGKkA92Lrkj6a4cd5tQZdGddtwos0FSuTfnmhv9vu/UUjh1/H5AX8pITkSom/BLcpNuNdbG1iKB+vZxZgG2T/GM497Z9rKgzxYeMtMcFE2Z63lzoKpcEoJ1M0m48spuFZlk07DIWPmxETLum144Uja9ONTtwj1FKZyKeGVRhYXNhJLr4iEPja5n/HDhLMnyLdB3tAHPEsfFJ/xuqwa6monWA9K3azYtiKL/dLi3oc1NiFCMHKfE3jb+flh4Xo59sDjJC5D5fvpAFFCgyZk5xmoWyDC5JgqqomV6Y1UJTpPULAyagZfJ444mtbKV8ezC6UtAzAQOOmWsJ/XC9aWgfUCUC006sjk6OIWWnKbMxQpOUaE85DrfDrh8xHN2qRuqyp5rXCkDipnntynNOu1j0DU69LCcyQ9EH/hto5m/lW3+m2s2/fM198Nh82mhoQhdDtqgKWQjeuRZYXnj05OuEqISIx91d6zZLIaWD2pfVAl7BGKy8uWHf1J54FjVx58849/Gn6qgok/kb06clt+sAdhSr1mcqfELbeGGx4PtPQqtvCEbHcGnup+KwvCmguzKyPQdcvOY3kyDBaeik2tQgLuftFFoiENRCoVpDydRAg5D26KhujL9k8TjnXTusCALVyv/RiAC6fTui5+ExvRn5FYJPFZnTrWah9fKUCtUi8neFOOIaggbyU5eC03lGC9RcM2HOImt4zqVUlDzWVCNNXw4qffu4ELHvyvKuj2IUnhwrKY5ab7HKKBVQwVoYKBJnPdYzBzD2mLVeeKwH030cM/vn4coS6XHhL2UmRxHQbeMF/X7pesZP2Ac5mzDN8jCpW50AKVDVVuNCGJT65khaUnOj8CeG9OxwXYs/uD9gNMUskjT9Hea/idilG1jNkgU3t42/vPPYez6P31+5fN+nU2b3z4++IffvvJrFlS/3+/0ZmjdaMMM+Djw5lhON273RhVhq0PQoYB3LBsCtSvVJVjxwNFbTNUH30mFt5dKH512jf/GxMoIZbFv/eTTFpwF8catH3AOblCldci6AtODhk4+607wPE/PKk8rddso20pOVIw8Beoe3a+ex/yybxRx6jRJjQ73VgqWnKbbh1G7z3XQKYj1SXQv2cAbS6+6smuhl0H43yIRG0mIhoDNPkQoMHzbEB2iJQ6nc3jjkkqDfStsydUCaN65t87LEClyo+7bXIO2Z8LzQ4eYrAmpgBWZz5W4f9eglWx+DpXhswvqTpfwcYKcGLlzJm/PLLb+MRSZqJEHlIW4r7xIYJNVQJl55AFjn5Xcv6fIwcM+nDflpjWn2LkOakGwWcx0wpy65z1/rRWtitvgETp6RnM7/kG/24dFhNMUyevU7cTFUSmzEDAsio0Hxni3mDIBlH5ynsK3L8Erld4528nbSzTHLtuGFZ0Kr6JO6UvU6mgnx/02lkRqjcZKyee2lkLRPYqZcW2zCTWQP7V2zISennLdhIrN9eXmLRpsowGPUEqZueGuSt3LsvNsFl6nGUWSr2ahVgqgKZKh856Kr60PnnCOISZN78kD/8N4ZnjPeMYznvGMZzzjGc94xjOe8R+MP9WESnXBxCzbMENZjvRqWkbPkjyjpTT3gPKN/1UFlrRv/N7iyCjB0ZldjxiJzElObw3Es8OTqm+qc2JxO0I5ZimqRCdIWSo9JsH1WtA0z09+wLg+SJq7e3Snh7oh0P1AZrenpHzpej9nyabHDEYDxztHy/07t3bVmGIN7H+IibfJy1IZHlQLMy0m8zxVQvR94HRVYvw+Jjg2pnr5md00lWlYkvYWYEV5kEUXW++BOJ22oAsWmMCF63a6LbUikYDnDTlRxOIemrKR+S07a0KVKIDxHlWUS90p2zoPsNXdebiGz/gxw4rERAY4uqHeyL/SvaHbwvrvlxoPYN6EokrrndZlTXMLvFwvk38kxC33fovRzOte+Vx18iTsqPzyS0iOA3y67Pzl05W/TXWqy/VKBb6mpPk///7Of/un3/nX/Huzk8v1gvbGcRv8w/DeUx3qUHtK8cYxvn/cKLtwHbCeS8iZj45z1ZIQ3VznthK8h6EIpQYuDzLHyu7Khzk9SQytt7C7yWt1duM4++pye+daXzgHH7WDtzbE7xA9KaVwTZnjL7/fUe3zmPaBBs9D2jwm1jXl5S/Vud1O6mvl5Zpd6NNprS1VrV1QswceQUycBk/rsl8DFp6IhctLxQ6n5jZ7f7+z18KeeKyybVQ6PSHlpQpNGh+3gy+59v5szgETBlTVUpo636OUnK7lZK9MbMMzfsBQ0ckDDETH8muKSe/yThSJSdBUOAeKO1ifELzm8h0HykkI2FyzvkuDMI0/TuU4janUZfg1AQc+iVQqQpXCeiISkqiLx4XG+3obMEFFaZS0fqgl15HkCl1E0b54X/eW+c2ErtX4Y16HutWA8Ps6BiTUdqcdTMy3Z44SNjA+M2B342gH75l0NLtz2sHZU0b99Y1t36j57J/pSTfyiSpOrxLy6QTVI01WxkHF1R8EMvK6U+ZkTTU5asNKojdw1vrSw/+vDcixCrWE2inArgJiHD4mfws6CKlSahbj/TXsw91mPjkUmOe1Jv44uaJPDtUfxp+qoBJkFhaWHkETjgF0WQa4gy+1XlxCflMc8sF2Ytw+xBmqKlUWCVSEICsOn4AqmC2uEB4QwLHZKSWkf4eQgqQ/0wMKsUgUU8MLSrRQzHFZhZ91m8fkFMzPSSp10sxu8B8A9zUGxgzK4mA5C6oDsaCbOf18KBxc4u3yPfetgtn0vgm5+vadqV0Y8SZUwRQpMkf2jofp3ihuXKAIMpz93Dlp8zq20LhH6Gvh7ylsMUb2VbAui1yryQ+TZYAq2IJjiiU6clznOMdpNugloZX5dnPj8QkjCMSnT/GMuhXKVuf4vFss/lUfF9Vn/MhRbIDxAr9eHFom3LUa+7ZPad6yRSFkxxIxcI2mzbhNqwtSjVqHIatzftwnjMPEebvsXDP5eLu+8Mu1cnmJpfsXKq9vFy5l3OeNb7eT//4lIH5///tXfv0EfUAAACAASURBVL0d3Ia0txlI5zSbjaC9hJz3gBKZxrN9vieP56q81X1KuRsSCddEOoeU8mzinB1xeEnc0ft5o5Y6mx0FxSioQEu+knlLe4HxrMTzuHzkCkUNzyt3HJ3uxp6QGkzYt8oe6vB8/XoLGGXCq7uEz82AQvbTOGncU6L4FHBVzDqWzafyonjr+D25Glpo3aZokQNemLAfp+MqnEdmq2na3oasvnXaaXyMJKwovXpwJ4DLVSi9ULzTs0pv/eTdmKao+15xN6SOgipEe0Zzqzy7Nj92FGOgqtqZzdKZ7ErurQ9JrTDhfdUTGucyhSxwo7lN2Kph0QCS5WM5ms0Qz6EA+4CuSUDtzwFzFWUv+p0yhYos9vPkeMkSdMDx/mBrL/lyHTDB5PIMd5otmpvjoApClzqb5cWTg52NCXVjq5XbaApb8D/FdApjeec7cQUyP/QH54e2O0fCmvs9POBaW2vap0+fp++USRyzM4R3dmT73o6m6kwlEbX0GWXhwjwsdKbHkwmmi5aiPbq3g5NdpeBFpln5vITzlAzrxjmtZArFV/O9m7JpoVhZjSvrlN7hngIf2iNfze+miLNVmYXk9+yqZ/zb+FMVVGaL+IwHKdJnghxdjnFzueua7pB8l1SomZ63Ikipy4MBRVmEcEdSOS4TqKI087mYVZSidfIfFLDe5/sXERoyXy+y5Aym2a8LyjL3c/c0JM6T9jCr9SF4kIvGoxngEFwYv++y1O7cPQ1qxzXs4e/08B5FlFJkKuAVrbh0Shl+TIb4Poud6IjZUir0SGR0doeCHbVkKzTM5eZULfHSU27RGMT5Mgi4RKE73qOLpFHv+HkkG0MFzLKbpHMkpbEg5nUzl+9MwD2JufMIE39sD9deexTRdY29aNZnMRzKkjI7//KsqH74+HZv7DlNUoIwPiYvdRO2XbH0bzIz3M6Z8NzPMKRurc2OX5FKV4czydBlAy1Y8pt0E/ZN+eU17uNf3i785eXC61tg+3cvnHby5Vu8/rePG//69Sv/kKa8X+7G6Z3LaBK58nE0jtaRLMLeysZWPRoWRKF4dl+NJNvY7DLn9310Tod/ikVXczSaijrNZfrriafC5iCpW0zzdmFOZ7pU7DznZ2ybUouQgzpEwlPwHEqEBifC7x9xnq9boVamp0sv0Z3ex2TbQsHVB2/MO7fjYJS2exW0G0eDmuqFVQvlUoIcR3CkHJnF6V4KvcF7TtmudnD9tKNlCI44IqshV7RwnOf0Rqy18MKGZYkuJRpAF3ZKnvfZnWuNbjek2qKM/4lmlctCMPgz4fmho1mfUw5LXt/YVxVBTWZDr1s+o6MPaXB0p7iTj14a5vpDUu0cDo+yftEbifum5Z8eVd+GZ2f8vVNkY1Q7oaHlywNKUvzL116t2cBdXMTv91FpitOxms/mceK1IqkyuhWhHw2fanip6zKaqzit+RRrEFfuzajqk8eprpjIVCf2JNCPv4vHBG0IzrRmnO2YCsyUisgtR92gxSKXGpPhLbhMww9Q3Shic41cOZusZriHQESfz6xEMTiEs1ShG2dyW70Gf257yAXFfRq0N7JoHPmme/BeRzGcXp4mfeZibo6dxtli/zhLRYrFtAsoLztIeRDbeK4vfxR/qoLKsVWty/cP8dAbHRvOTG3HYqQSibDIhHmZhOz5KM7NPMh6U2kK9qrTEVxEKWpTBTDkHizVv+JiN3zKZ/ezfaeONQz1jLjR4z1iQx7FSSddqx8eSpD5AFie3FjgWoDb1olSY9Q9DY9jET9HU1XAVCibICn5qSpIXYIP3Rvd2uwWI4VSdYl5mM2JWrxnQC8HcTX+cYx84o/qa7KnkMIfNn9XAPShkBQlgIPj+yyILnjd5qB1uY67ebzPvB3SnT2Ps/twiR/XJYyIh6miSX6UrjH+VPGZ00SPjrsMsQ0N4vkg5z8JnT98SGskZ5itVo7bfYqnnLZR+mrqRAugTnhfN7B+hlFivl/vJ+WQFJoAzGlysu2p2vfpyi8vF/7uU4hO/M3nT7zUfQrdfL2d/MOvv/KvX2Mi9X6c/HYefGTHsZ/xmG3ZzfXi9PuJNSjTzNOoujb/2iuNFjLfADTOdqDHEFsRzI02Fw1Fa2UArrUUzuPkyy2OYb9csnDK56QYJZtdp8VGbv2k2sYt14DrVtn2jSOTi6Od7LWy74Owfebzt7LJ+3FSc619qxtbUTaZKz2dTkmt5uZOu9u0YaAqrXsYlQ7xHS1sRcO1E7jfesCtkjyvW8GOxke+p3BwfbtM2N3hjdutU7PxhMHtbLz4UMqo/H5v7EMWmY2P3tHTJuSqu/JSt1lguxXs4z4lF3sR6r7NpMuesuk/dLTD53ddEOh97hshLGFoOmzHrb1oDb0751BtG1NVl0RS5PNvSyL7MeZundMtmxmSU7wsSJhGA0mGFKH4qKqAaEzvGjLmNQsiKyH37+c4zhCbGXBdqx7S4UNHXaLoGNDpUgqlGTKeu4Q6Lkl0x63TbFZY9Ga42mx+S07Vxlot3Zj67sTKZDg2JMlNUE7sPgqooAuMdXsbU8FsMvteUC1oVmDt7CAdz2fdPfO6B5EqN8fN6aNJ5D2Mm2fBHA33cQ6XAqcJ20DdaHwrfSBiPOkn2aQ66SDKp2FfUUuIaaiGaTog3rF2zKYgIplDpWUGGkIo4274926eZ8x4AiKf8YxnPOMZz3jGM57xjGc84z8Yf64J1aNyAjHuHROqAktwgOg0RFMlOwwpCOHmk9wj2hOXGq/preWfB/St0Bd/D+0WzUwdnVhhU10QMCegGd+NxxYfCgHx6GBMNXDx9J9Yo1bDJz9JCWnQkl/lhtBtYZ5pjebRwYljEEwX/Ozs0fkaZnNFAn5H6xPiNzAA8zgtrlPz0clVXFleBYkNXjCAnCVNaXb57sZzdzplSke7JL9jTOnS+8J7dJnHpftOhlydjs3O/SYhUV0Hj6vGcZ3DS8v6lFaFmKJ1Yxr5igqlKjoMEYnbouDUSTwVSlnk263kuZbRyR9dnnGea2r3jB8zhIf1QMOXaHAJqxf6yYSlVSkcck74zbVUOmH2vLyfO35n+nsYjnthS2GT133jb9/e+PkaEyrpzl9v73y9fQDwzYS//5df+es9Jj0VuDuTdG5oeDINIYQKHx9Cd5uww+7h6bbXT/GZ1xv9rhPK6gbv5x3PlnK9VpQy4XqKUq9rQt2PBgaX14Ql6uiPDxEMC6CbC9dyyeMsCX1e013wyUH4uDW8yxSMgIDk1XTAtdY4e+MccJldeX3bJ+H7/eg4xrDzc4NLEaYGOopo2FEMMreYsdk+kce31thr5W2Yf18K997Yp++LcP9o81pzNui2fII0TZCncE7wQtXjGvSz0447dMXGxNIb9jAV97Px7VzX5XIR7GycY1rozwnVjxwiD1wjwopjiBKYCKcqdXCNyEnrMJpOj8rwnozfuZuzs3KObgu+B4kGYXGuJFE8i6YV+3DJvX8X41rKzC96QmLG3n2hUAu4d87BFW+Fk74m9dIx9WmSqxrwXdqYaMW8SNtA/njYH0zj34S2MY7BEIl1BQJSbNZj7Rs5h7dYv2ZKExSPsXlbkN9nDtk8KBnDGqaeJx/HOeH77speK+MoNi0xudPBycwps691vRSLCeEcpElcu2E/44aKTu5Zc49catgw5PuNn9c0NB5L2NAFGBOtojuIBOeNzE22EomajYljCI6JDaNwySll5knd6FrmNPCZw/xx/LkKqgesbxQMU2Nlqb2NGyN+aYUFTykw+INvYJj15eHkw/9gPNiO9TZJ6WWr1G0l2FoKl1LwhZVDbBUzIoqKPyxwYV4XxrzzIxniFjAImsxipw6W1CBq4EPaD4DWOq33uVBUBKfMxad1p3dBkxfSvSLJFhsmuGeHvUAbSBUNv5XhcbDcm8ZqFYTyMVauJZTPzNdvGfbAAwss8OQwaXCuhnaQS3hf9LZUu3qPNWF8n62dSTodX6iD9KmAU4vSO5zfEb1WEVgtOVSDjKlplpnHWAlunPp6kdMRhH0LJvzby4ZQliKOa5oBL/jEM37s6PmdQ/L2tsLWx6YasJtRYO01PGWGCmDZYZdrchpiE922Sv1ckEwm2nnQpc/7Uum87Nss0n/9/Vf+5fd3vmbGdLsLf40DA8BKoZ0HZ8L1VCuve53rhW4bl1c4j48JPZFDePn8hufzaiVVtj7SsDh5gkMo4dovASOaMJ9YAxbX2qmlsm0hpHD2k/dzKWJdi4IWuh/zd7Qo1k8+J5bmQPm43ZBcM/bLDh3OW65TFfZduOzjmEsY9R7HOAjc6uRVHIexF6MPuLaBbKuwjYaQsIlwpFmnF6Ve21wrqnboHX3Z53lLrajkMQF38enhYmZ0jC2rn8/1wqHKbYhUtMa27dwSnnkeDbZU7apD0KNjvaOZ4DRxNl38NQewvuDX5XFTe8aPFmVbjWHvIaTyuN6YMJ9DfPFoILZ8zf8GXE4TiNsemrYV4SM/79KTP1UGhE+pylwLdHDKH5gT7rANs2t6qMDlfXcdPCiXqSTXrNO6h/JnnodgqA24XRQRw4eqew/lnwFlrJEzjfzBLKqGng1LITwpxzEGbSG45gP+dnijBjEgzksE77aawAPPN97DQk1xNFN6S87lEP/JPOmSqqJaQVTpWRztRWl9m7mjquDtCArBbDwbTuEcuZg3eODQdbfg1I3vt4cgx/I9rQgyG7yexe3IJ4vWuPaj2NWRmfgUTjJLP69BW+hnfL6vY8Db1CB5ZjB/HH+qgipuitE1Df2V+6xMAGHdjJBjqvyjC0fmzzMxoKBp9gggpSTudZjLhrTCeEgl3CvnZ2y6UYpOojSSi8g0UYuiYvIAJDG11h8wzIqIrORHosu5lANrLHiDjJ0P1czhRaa6GATPR+yhiyGGSJkPrSHx8CNT9tjcOYTZUXKJKVcdi6wJYvZdV0tkiTU4EvjeqeaRkz8GdtjQUubESTwXzfHrZnR3Gp2eVZ3k+mnzPBYWOv4/F9T5L1GZlqHQaATh9GGFUB6mjYU0QMyNyZwhJD2mZI7FhGtwpupGCGzkz8f/jw94kN9/xo8Zl0sNvD9DabLxqcYkponRuk/Fq+6N3ctUhhKFjcbRjCOV3d4+bZg59xSlaL2xFWHLDe2t7nzaN0oWRCfG7XS+pLnwl49bNGZyKffeQHUKQiiOFaWdY4MMQ8qyhYQ6gFXlaG12ocUFsc7tI47p5WXj0+WNWw+eVu8H3WEKE1I4zSdfyUoIXAyRi4so99bQbK27bqhsNN65SiQkm+7czDnaaASdQULPRtHrXuincc+CiuboRbjlM3bVgvaTc6AUtHA/jZZcI8Ox/qDC5Z5c10yQToMuyKZLpRPjtDaVAeteoBcsJ3V+Koix70v2dd+WVPNpzv1YgkJbMUot6BCpEBBr83sopbBLTTP2sd4LrfVpil62jZfrg8gAjnanZJva6prgPePHi63IFGfwU+Bce5x02MynkEJ3p7kvU15CzVfcZ47hGhORPtEiAP5d4tfV5/7pquyq9Dm56XT3udebFECmCqmWyB0GK1TRELjpMCiYtYRdxFDcs+Zs27I4EQoixqBleXcQnyp+JhacqL6eCZfgSUEITZ3d2HNzb82pEmvffeQFFs2TYT+gRUPpd274ipouzpU5mzMbrIjTxea6ehqcXWezDDFKXd9FVQVZTWHVQAu46Ww/94DEIB7r6mYFEbjn2n72UDWeis9Z+Ey+k8Z6NlJclaECub5rEf1OJ0AJQZ/BJTOzaFqlimype3D8M/cLHpo8ijo+4w/iyaF6xjOe8YxnPOMZz3jGM57xjP9g/KkmVCL6IBcuiPTlj8DgI2W3UAroA9zOo7MT4+3R5Qycbcku6SYVHI4zYCXWO7UodRucmg4dNOEashOY1zyGbh7tpiGJ/qB0Nw7CE4+80HChFTbhcA6bLHM/kCkJD2Hs14055sWU6rYghBKdCmbHKkbQNTvFTSTgdWYPBoKBqx7d3d5jpL5NDkZAFxdXKP4bHg5aAsc7qQWiCZ17hAwWyvwuOs3a7LR4D0+JTWX60lRJnPhoIGmZEq7xDx6TuYEdb05/vA75Uh3QSA0c+bzMCUGc34TE4RqCyIMkoggtO0r3W0lloyUx+jgilyf++IePXTeObNfuZvzrCU0WfK+o8JGTnNtHmL5uyYdxE3ClKGiSnM4zupqtD9x8dH+3XEMue+Var2yXuNE/Xd/4b/0bv34JuXC8oJuNxx9V57pXdLzf0WmtzQ516Y5I4fOnK/0Yz9LG0Rovl1QTO+JZueYI6loD4vMtaT3ncacVoaWCVRWl7j7V7aQrVXV2Ur2dlAEpIpae09+RUue6ZsUpvk8/lKM19n3nuscxqDQOOznHlNyV82AZHl+FvVT6QFc357CTklOxt33jPIx8VKkeRpiTE3E2bucdk409J+sdw5pT8vu+7BtFhZbX7ePjxLcyPaFqETaVaezdDuWjL1ixE3yy+zTe7LzUOuHWZ29UrejGNHf9aa+cZ+Nbqo3RjFp1wghFndtHo45J2/FcY37k2EqdvL+PnKAOFbiqY6ozcWkhspf3V8k99XHX6e6oL16WF8B1Jn6WE6syYWSZl+T9F2J4OiHDmwQsdphTi4w1LZ8BXbnXUDv10wKGOBIEMwrbtG1ohH/k4AJ18ndHjuI1pjqDqyhBGpgwZwS8TNCxqIHHZE5ZKBGFyV/yImipU5H5sOBtDg+nogFXknzOLGE9Y0p2unGjU3ICvqkE5NtX3oUrdVimiFPqBXVZPqXmnHYsBUYPo/Mh1d4sqAZTer0M6feRFzndl/2Fa3CuxoVW6ZQysyoMo3kgfsbE2wne6PDKA0fVaYPLap3ayuTkjZzsGf9+/KkKqkdSlD/AKiBG2VJ8wrU0POqnbLYYmdIvzkt4B5SJYVZV3GQ9JNuWiUNK+dJA/cEQN48jH5CzByZ27rBli2LFh+xy+LkYsqDwjyxDiDF1L5QpwR2iFkOKPQQtlDJH2+FbMZ9zB9ymb4l5yHXO0bfF2RYp9OG/IgEDnKqkYmwmDyt5QBKXl2BAEYZ3YLUo4o65IBLeNANmaB2Xjg3YwRBgzpUlLqGzCVwHG1sFaw9wujycBekM4YwhwyzeY/N4tIB3p+c7qKe8/OCRdMP6uu6WMMZuhgyogTitOyPX2bSwXdZmVFUoWlYBzTN+9DBv4VlHJv1VJx49JIqXvcC9O67GaxYmIuH5Vss2C4yzGUc72fJFVy0htjC4f5sjRSgeG/dbCbPZMzfAS6lotyBwAWwvAePdVyPgPHNtAnYD7Y23n3b2axZ6ItB1NjgaztmXNHApL5zFuXr8/qnB9TwST72/Opd9+dYZ8Tx72i6cZiF5PmDJOGjl5VoDRgds6hSD9/GZpyCFaYrdWsfVKPn79xYCDpMTUTY2XcfsZ3AuXrKY3S477ucUnalubFJmE6gVRbcLRRdkJlWrZyMICYL2gCW6d2pbPoKlCHJlCopsJRJRzYKsTn+/PEfdgreVx3g/TvrZqOUyeRSioMVWE0fjCo49RG3DvUyvs/5MeH7osCYcNiuP2NMGrF2zYTge7a7ZBByNyY7oaGgu4ZMTn/C6i0SjYEH4Yr2ajWcPaNuQIN9UAy43BCVqNFPHPV+lItUnTHY+j/Zo5GvhQ5kCMoqz7bL2SYT33mnHgqFZYRZIxcML1KZptYPpalRknrIsVfIZzoIkPjSpFg+QfphU83jGlZkXSY0GWJlFWvDrB5zXCK+q+zlMuyUgxaOBa40iThnschU2jYbbMPI1K1gTRqLU6LTT6ZYNexdEymzo161y2uLDQ3qSjSJRo6gaxC/XQpEF/5Yu9OogbQ4Shm/0sMA4e0dVIr8Dytbpda2TPNeXP4w/V0Hl83+isIGZ/EhRiiq9pSO0W/ChBreoKBsbZz8fhC1iKjLwwkJ0b4YXikqhd5skdCdcrYeaDb1Hx2iIGBjhw5uHG5henYoqPQUvikTXd4SwjHfFQcy+83RS84nLx0PAYcpECBT0oSbzxFT7PCYsHuZ4wQkhtcD+4I7tzuRxbUWj4Bt5hwd5dvVGPc39FgerP3axklw73g8LL6+huOeiYC2IrXlOmsXJMAts0hFdSmWGhxDGIsDFRHJoUDhsGxPzLNm1m5QLi+7+o6GymDySsmLqtYVqGuS65TrgxnycJx24bMuvRx4JoH1doWf8mHFrHupwxPP/KkobeHPr1Fr49DJ8Ys7Y3IffSjYOtF5nwXQchvUTSbU7L5EejUmrCOwuU1zhzHtyy+lQ85PSO9fLKxC+KMcps/OKCPd+UiXV9NSR3RCvc5JiLrxq5Z7dVgjhgyGmU6qFWEY+DG/XnfvRJqfK7USskgMsagmT3bFove5XrDs9i8KXS+XleuFNy+Q0lFr5fHl58DlRrDfec2L1j3/9nfM0UvCK4oLL8r7qR3rnDdEJFcxOTB/WXpmULMQLFOdItcSjOdulTq4aRHIlKtMT7P12Q9XYUxHLBOqm3LPAOiWe91HLXq+FT1K53WJt/fLe+fzJuA5uiMP9fkx0QUWiQ3539CULbjfu/eTM7+ZSlG1bDbXzMG7tpOXfP13Ht/CMHzFaayufiIVgFlQqofiWVkn05FxPjk2RsHf0nIbHv0YzcTRtT+FSdkYW3j2M6jybJSJCMZvb3kUE3XU2T10seIrpGaU0tAgv+2hsxPokuiZSRWOqMtTpRCr6wDX3VCecPV0Hb8Lw8e120jcYlE1vwKIuB/oIn3lUSTSNlMXzpmTOM/b75KWPzyykqMfIabKgGuvRXmr+cPyC0b3wcaSPnlasLXEOHA43PFX/3qjIHhPxZfTdqZuuiZN3rMk0C97c2VTmdSqeuVGZ1TCtgPTMN6SjZSGiioCKDcFXujjFLG1Ic3/xjd6PmfdoUap2ukZRt2MIlT5yHp7xR/HkUD3jGc94xjOe8YxnPOMZz3jGfzD+VBOqR0fw4ecgo2OgipAQLKD3kEPfBnyvloBO+IP0mzmiPrHAQk8FvNHZzbd+wPaG3PfAuKYv0vBCEKc7U1Y3PmdNk8bYXKWEOguhgOe2OgoxXrKJsx0S5zpGM558p3HM4jHNmpOX8LWakzuJ8X8bP7f8TDc0u+jDG2uMmlVCUnxKO5ujWhcfLUY3ExaAeRqqD2BBYKDHpKckQek7fSot6UcRXDWzIUed04AS88CpBJiTq0mhIrtkD584voNxDuoyIaCW2O8xyhM04BOPQD13erfZ/ZM0wxgoZWlneFUl7khV0lcoX/6cUP3w0bpRsttb6xYqSfmzl/3Cy9t1QjaaG3aUqdokQK2FvULfk7N4fAHV2UWUFryY327R+fybbxd+fXnnl5eQ5lcal72wZ+v1g+BdfSRko0qQFfZUbZLj4Nt5YgkZu1wubFtl2zX5fnAcLWSHcw2pySW8J4y4n523/UK5pOJeEdwvHKm4uZfwZLkT5/nz5RM/X/bplVRVOU84Us3u9brz6fpC0TI9dNyNt8tlLr2Oom7csk3dzfin377x/hHXtmyFum0PXICDm1d+GpO/W1zLsVC+txsqSrnm+3tAAm0qg3XKgAqN6WAXDl9Q51oKvQtHnmfRkDgfSKT3dnKezm2cgyQCIadL3Tw8ugY3pAodn5yqWiul1OChjOkg4H11xs0NYZuwRCvOZQtFQ4D3OqaMz/gRo9vqcptGbjFymMhodMLOYnpl1OmlGIpuvdtC3ojHK8f+rnDSJ9KjUqno5DJuW/DQtzEeSvjxXOXUcZPJNeqtoaUyxCWdVBYXuEzMsNNc5z2tvcRUdvAdBdDFCy8Su+6QE1eDYkx+JEUounwxzR3FkSHLXpVrLXSUIgPGHDBEe0y9nDnxzmxiIgPcBbeFuulNwhtv5mXh1dVa7gVFoS/edy2ClOCrQuSGnumKDjidaCjDngNmWLmq0lpe69YoYtiANArUvc6JZD8DPrk0zSMfmWuDG2LKomwFneSRniFuHIP0TiqPCugQU0UpajwAOJ/xB/HnKqiEh7FySo37Git3XxKkjSAxl0nuVU63eGhyhGrpTTXMYFGolzohXK21IJhPTxCPTXti8KPYWZ5PJ82WfCgSi8I0dotZLI9pt2QxNeBizXt4zORDdr1sXLadLuuBiEwiEw2RGAPbgCnFOQ2OlWhY+u5ZWJ69h/eBMQsetYAdjgUwFUEXjFDiwZxSvtbTnHdcNslzHvC8gj9wFUTBHiRL0cCAFx3y44Z3iwV2GjUX1HVy4Mgx/4JTehAwR4Ht0M4HE0SEwkroTI1iy+uCQa5dSMpYg21xosBRWRjO1owu0Puer4kFeWyAz4Lqx49+GMc2NkANTk4mH7fu1LbgNbezcRzHhGu9Xl950cquBUuIzFkv0PqE8Wg1igs1uxW/3+789Xbj8yXuqX2v/M3lhV+vCbc7JW0W8vhapxaZTR7obMaEJbajhaiBlskvcodG4+c0zX3drnjrHPcoXi6l8Mvnz/z0GkXdvhWarE32pYQfyvs9junT6yf2S51cAffIhjwLkSob9bIgwXnmnOYT6jzsAGuKLPxvn9/4+tMLrccx3V25FMVrPmslHsOPlJ8Xhf2q8/k/G1wuzjUhcUKF1uZ3pT18tsyFawqAqDp0nzyLwVYZUCMRCVuN3EPK6WEfMfx3oqJiG15Z3Tm8T7Geq15wUy7Dw1ed67ZTqs0kqRKc3SGvVEoNjuooJIvw6e2KvscNNLi0z/hR41F0AKSsJnFR4nsfcK06io3RkBXclTb2awbsC8bmrSohkT45UCHGMMyor5tw74JZCmupIMXY8/W1KM08iiLgwOh2csvmypvoA39r+GUpR29T2t8lrGAGf1kcdsK0OH7dcdoSeNCQXJkecs2xsvZ6BZowmyvqwbfWTef+bS3hbvk7jY6iqylenF2VY8ApGyA6C9PWT6rVWdx2NIyUswl19k5j8dnMS0CgR8NeJX1HV2nSiQb2yEGaN9w6W75nKRVsFY6IvQSZugAAIABJREFUsKHL26p0bq2iA99twRsf1O97yuMPuLhbD9l7YdFYxFHTJSDiDt6xthrurj5rNnumMH8Yf6qCCnwpS3l0OIbalSOgizwpHsILAztaLIqO5vFgQHKP0BCSIBcfZE5u8I7glBSliM1ZGYuXS8w/zqEk17PMmV4oku7cg9hodA/lHpvHEApeluSfb+0eLt3Z/dm3iotOvxW88tFusytRteClUbITu/vO6cfE4Gt2hmYhYUJxDXO8h+4NpcyHaisaydAj1htfpPTuGKs7A8rZHUnSqe+OSp1CGYJHcjoWo+703hbJ1DQEQ4rRNLu9PUjwZSyyNQyV5/PufMeRijczJDNXKYAKdR5zLmITBKvZycljInhij8RV8rtcHHaldefbPXHVYmy1zgXxfK5GP3zsu0wVz/vZkWPh5m9np3zcw6ARKIfQb32qwBWE3jpHWcnCzTu3o6H5fP50UV6uO/uDIXVzjy4iULfCz58rfzk/AXB+eefj4Psbv+rkSILy9rLz5Vv6XJ3OTnR4r6nqV6tRT+eXXz4D8JeXFzCm35aXzl53LtdU/dPwoRvPey5qXC4x/nGPtXOgAdw8fGOyHXx24zgb0h46o3UDFc4smIKMnV1h4OefX/g/yv/OVv8BgP/rX/+Z29kmX9ERbi0KIoBLLWx7nX59NENkQ2QUkZFEjB+/7sLROq5Ky6zqdnZ6g48y1kpAO69bXIcDx0qZDTVtFVHhkmyyQqcVnYvKvRsqHgpiwPv94PKmvNb4/b5Fo6uqTF+yjRDbOKNuRBBOHMvC6VJCefAylDPGqPMZP2RoWcIGmfuugoqYjJSBurFAP5yD/4KjFibQkxskgOviQ5bgBZaHLcwc2uRlxT020CSaA9tBp940p+OZV9VTOaxMfnST4DJtsq1mZC34eec2fC0bKdaSeVIPUajxXLjEfjsQMeZOV6h5YQ7PKdfI3ar+D/beZUuSIznT/ERUzdw9MgFUFYtszkzv5v0favrM4TSbRVYBmRnhbqoqMgsRVXOcZmNRu0S7LHAQGREedlWVy3+himM2Ra1Cpdj7aZKrEObCfTZQ4ZlzvyU6ZTaemiu7Oj3zrrrHzVhtYgnT3HlvHmOgWp7ExISiQl05k+QEnKWWDE7ByaE5h1Wa6boOWxWGhMdWXIcS3l4TOWAD4eRwx3D99CwtJriMs8iTaBhLOY/T8rzP84pCb+ZBVYLrNo2eX0rFvx0vDtUrXvGKV7ziFa94xSte8YpX/J3xu5pQiZwSxmaGjc5jdnY9ui5e5rTI+Rh3tJ/yok50Xacq31SqmTLpe92zuk/4xeUSHYyJiWVOcRJO59DNuWf75947o5+dXaczemdkx0GYnhEJ8CVxr8lpyl+iqHC7XvN3lNbH8ke4j4NHH8GJAG6bpirf9CoIOJHy1IESo03VvyA7/cq7wjShB/kPVUMRp592CriNp85LdJhrOblmB7a6G36E98oc0RctVPrqqo9u9O6LR+Y+AqAnSk3JNC+SXa0TDqHbqRzUD2P0sThSU21Rly+EpMx6HmNxRmddN3FbkqJ52XEC0366hsczNRUWzYyuHvgiotNXbyUUxfIYXvF9x0ZJkgAcveFPKp7748HfjrObuxfh+nZlSu6JQLdOf9ia/jzagN4WbGwrwZ/sObX+dijf7ne+JIfqT/vOP/zDP9LlKwAf/cHjGEu9sito7Ys0WIty/VxoObLe9p3LvvG27/z0FmOPt/KZz/u2Ji9lk3xfcq20KU8an9EHWA8YD8DRGua2uKEtJz9zjenDuLe2joEeMOTRbEHytn3LkXKqYr1t/OHtjU97nDdS+fTJ+Yc/xDH/t79udBq37OZaUTbfOCbU2cC7hUIZINbovXC/JzSuPxiHL0niWPsd9RNSddmVQ9vqEPc2eLu+sednaofW7mzbhOMZY8Cx8JuhAOupClikRPfZzu9vFCRl9T9dYireelsw82bv+Laz11jvqw1My4ld9+BmLa8aefVIv+eo5bQf8OQSrT3I5v3NvRoSUp7fJ/jTpcgJ1y8lIMDzvRgKfu73mxbqVMAjti4VWUqmdcs9dnqn2aCUbbIiEIzdnCYzh0mbmWLI5Fn5AJwtp8OP0iNnGHP/F3bVtW6Cc1hdSJBiBBUij6kUQca5l7o7Y5D8d0KJsCsFP6diSZ2YfyKQ2s6UGDeToDnk90VDNW9C/iiCemExDMpg4GuiZUCx03JnU2WXwltJLqsk1945FfZUMDnVCauEjP1ESMV0UtnzqLo7ow1seoT5QIef0u6SdIwJGU2YzuJwUyEn4DWfjzZiojnVT0vZqNuzTDrxoZPHZ2eO94r/OX5XBdWwSOwhyJJthEkuQFdlr3p6Cw3otXGZcqEeFnAmA9EJrwmDyku+FFpq+DbMF0LiP/MFqYs/NTGrcByN9/fgFgTJW06ukTeGdcYcVXsQF5VT6OKUejiLNlwYR5rJWpxj1TjGbo0iBZ8vgDjFy4IAdj9wZBEdp4efLPwxOap+hg3lKT29SzLPn8mnUs4Zf3yzz/Oy8N+ZCKGiI6BTcr74Pk7ct6bsxxxdmw8QR7ywy57XznB9YvAq3PaNLaFSX+WODV+iI1pJSfonYQzRBSlyNw4Z2JH3ZtFUn86XgELK87/JWSgiUaDN5MbcA841i7pXfPfhui3YyFaUTseys/DNBs2ca8JxqxY+f7oyVQvu7QhLheGrGSFWQg55cn00YCcjk3I1+Ou98vb+CwA/7H/gx+3KP/4UMumP9id+/vovfPQJXVF0KHrRdYziyts1Pv/zbePPP238lx8+88fPn4DgQO2lLNPsZkFmfiRE9+ePOx+P+0oWRApH/+D9HmvQ/dEjgZskc0rAIpND0Y7O49FZouwJraMJOjfyuoHBlprjt4/Cf/no/B9/ig/94bqBFv784x8A+Ke3L3z722OqN2NNGMNjfQQOH6jDeCScWgrFdL2rFy8cm/DIZpe58SYl0TR57bRw+3zjrz9/ieNG2L3wnrwuJYn3k2yvKVozE0VkCfrE92sYpK6v83pMjx8rjDHod2NPz55jGN4bNS/UtgmlbJEMAsdoDD8T4FncveL7DFWdiK7lvzi3YVVQ9LRUSF7zTMhxp1SoNSxigEWBWIoOGnDAk1MdxdQSrSiA2ar5pQTfeaZN4UE1qLleqSqHrp4RQ5xNHSpoj2fY7AjeVD6ju5bI1dJGQaREA2filtMnaa03JTq6cz+uAl58vQOIct1k+cOJBvTWUbTP5mYWovXcm83PBFhdaCNyPoimcRVOg/USli3L6kUGm0ObOZCActq4aAlYo5SZx1UUpftYTf/WAjr5mIUnneq6IJ3mYFJX3mTZ5F1WmhIiG2UeU437NI0TQqPilNUaKcG/F1lQ6OqOCetadhxMqJMrplHgTWrF40Vb+M34XRVUhq92jY+BDV35tmlMXqYDvYccG5caHdD7ccc8Xu5pslkpQfL1wLPvPqiyn8S8ZbI3O9CaRUY+jO48Wlvk7m6DspWFR11jj6WDEFWLPpF/WooxZJ3IYxhFnXsqh120sl/K6miaGJei7BPzXJSHN0oWN2oaU5TpnRNzl8XpcM/OSRU8s76SOcB4WoSfay0RUNc1RRsWn5vWOsiI75/Q4eyoTjUaC5+q5YSOIEWfDPAszQqFY/mIxaRIc/qj7AxnLcrFK2WDPacJly02In/qYJvLmlipd8QG9iv2pTx1e4IsHIXVuaEpfmLBp/rOmi7GBHKe966/q9ftf8to4mdSXoL3d9yT96OFt08b9WnTbv1YogSbgo/CUMdSRkkc6rWyZ/ExHh889PSI6t35Whq/XFKMwZxhSrnGs/QPP/7An3/8zOPnb0B0pI3z/e4O1+r8+Yf4vD//4RP/+NNn/nR7Y09BB3CO4Xx7fwfgy8eDZs5fU2nwr7988H4cQWYnOAtHY017xjAuFz0nN2Ww28mh/LgX3t+/sF2D91W88P7tjorHxA8oWrGivCd/6ePeGE2pycvSqvxYK1tu9D99viD/1mmp6LAR3fM5cd5EKa48MjPUZr/iZKkWGANLc+Ka4kLdjHv+zmWQDZb4mc/7RldhOyWyojCcXxJ8qtk+0RQlOjJx3DdBdaPmMZvHdR89vLA4Ktad+2Nw3adZfGUcxzJqrnJBxXFJLmnyRGybnLtXQfU9Ry1yeqf1jpmswoIpSDGHk/nP16VM5yEwoWUV61JClW+hR2KzXpyZSJZZTR+R2P+PaXDrnd1PtElRPQW/iIm7K2sv31XC0NoLls+oGGxSlgGvjJhIr5zDlDZkmW77iInYRJsgOR3Ka1QUOrZyPWHQOPnQY8AD4aanAF5RMFGO7CwbQjVfudhAwht9Fho4VUDmBFuUZmNdNxkSK9e8NwqInp5hGt+b/p7FlT40OUvntO94Kk6hQpGzQDYHtbPp+1C62eLkbihSnVlxlVKoVegtuepkUbWG2YMqUVqOp1zNhLPoGh0fQsk1qlwKtZzXfqlmv+I/jRc+4BWveMUrXvGKV7ziFa94xSv+zvhdtcxrkTVFcQUZtkbVSkw8ZgfPVaIrOvHuq0a31fkZ5tntja/FO4/Wqdn+uWxbjMSzS2E01Lc1wRhm9N4X3H0ZlmR3QEzwITizWx2eJqohAwrQcjayTRhZ6Zjpks3dijJGWX/zIpUiGnA4ABfa6KdaXU6X+hPXDPGlKhjgZoJHNSWwcnL27PHkDmN5xEQnZR6ji2I+6DlNKjanN2Uds/WOy8lfwNuSjxcJKdfJC0MSuqjO0ixGKNKXGk0RgyEsAWkxqvrywilVETN6Qh/UjTFs+UhoEYb5gkbigugJtxB3qmqM0PP+bVVDnW0dZuDfl+qXWigYTsnaF7/hu4/KCflsrdNao+eLcbsqt6qL+9cVPh6D+yPfgwKfLle2IkvFb3PHXUmHAEZCUS6zK6lGx3nPifT7o/Hj1tnyb3zaK//1jz8tPuJf7nfezfi8xWRnE/jD550/f4pJ/B8//8CPbzsX3QJyAnz5+Mbfvt3565e/AvDvHw2tF47EHn20wbfHg0tOTUqH/nC+pRIdUilWkeQKVQ1svi110wetVbrEz3++XBGN6X+ZEsvsFBkLwjfM+eV48O9fA273tsf0b8/O6efPV8qu3PPnQ7TTmIt1Qdi08JHv5ttW6d7wPtfREl3wVMfbpMZErRxYXpdHbxzAlnDqy36hN1vTf0NoR1v3G6ls23aqdBEQ0ZrTx1tRqsKWcL7hTrO+IILj0djKhV0bH3ntPunGUZ7Q1KPz6HBPuGUfTi1Qc43Z62uN+d5DkpsoNoILqCd6hCJLllwtlfGmX1MFRAJ5sVAzCcnPVesYJdTycq/tDDbZlmx2QAyVNmkPHVzHmpiLJwJj4hIt4Pk1n2lVxTD6MdBU9SwlZLr7iPWjuzHacaKHRmNwUiVKqVw47WkARH3Z0YgE32mmU5tqwN/y71nz2MtVFuJkWS3l13LkuSzuYfjvzYmSu4YbxpiQYEfs5M/HC+lrEqgWk7+p+ErC6O7HmeuJNLo9mB4Z5hvqzjGnaFQoFWz63MW5TmsYKSxoZhykoeYnsscHvelC4RhCawEThpSOL+GrN89TpKCq1JmTYuFNKue1vdZt/Ul7hia94n+K31VBVTjHm+Lxgs4HsEgIEkx4VoxRlTbmePSEc03OSy0V0CUxGoa7smAlwz1YnPnAa4lCZ8p9Hr3T+liS5D59sdYE3xCRU2jBA/5mbrnAwKQYLl6XKQNBcxStFMaw039LNfDD89eHo8i0ysHdA0ow+UoiCLq4Z92CT+QOtWzr2qjCViZM0BYGGcJvpfg5XjcN3vVI+I4DFF0SxSPn0MtDSlIIZB1jwCOXrjoeRrycXJNSlEu9Ltnk8OCwk68gwF4WP6F3Tz7DvJeKqNFTQEIpMPypqAspeefp88SpekL8LvuGlrKKsjYi+Z05TTwnT/h0eS1G33uEV1n8vw2n7hs/ZZOmXhJBnwl5URBzvn6kxPWtIJ8q3R6rIVJ2UCtocpyONjiaocmRDAsF4T3fnb98+8ZFlR8vwaEqVfm//vlP3G6R9H/6y7/zr7+8Ly7hT9cL//zjD/zpp4Db7VelWuVod/7ja0DN/t9/+4V/f78vMYVuyhjHMsU1LeC6rAXA+Dga9+RY1a3gmdTE7wdXcdpN3HtwR3ue06iKFg8xi+kLYzvVxtq8e7IR7tmU+dbuHHZdkL9dC2/1wteEHVKcT5/2lYSpFA43Wr7frVSUyjGva4m18LpFodl647BO8YKUyQ07uO6XBUV63Bu1gKRAhHXDxJdnmIriZXDRlFX3g/vR2LaEFdYrA1tke1enFl/qPqNX3B8UqUtK2XFu5eTEGtCOwf1jdvlynU5I9wuR831HVbC5TwaT+PQhKjX6if2EocNp/FuKUkrA/GaOAuFZNq00a6ngkO4jlOpILatJ2IfhBtt8pkvkG8t8Fmf68ubHQx+LO3QrexQ45Yk37Jp7ea4XKUChnsbi7rjZ6pWaO4cnn4tYc6O4yI9zQQ2OSWMoNWFsZ1O8SPgxLS4ZkVstEojE+nzk31BPW4s8xmaGiy6YczRJPQU24j45p1FwaHnJSllsDFo7YZndQzp9K0ol1ofWovRZRZIL4ic8cysh1HNPfz+yMJ0XSsVQbAll9D59NLPR7R5eV7lEbmlGHDlorkHibKWsxpaq0NSXjYeYhAT9TM7GK4f5rfhdFVTGiS/WWpcxLARh2MWWTUcYSJ4a/uZRugRPZj40QtJA4zOkhLjCTMq1pirP7GrEi/NbBZX7aQZXSkFGeNNAvMRjTFW/+BsbBdWyzCJr3ZDCmoLMTvVUo4l/9pXMqMUSMkmHYhbCGpMsKfEQLONIRvg+DF/EeBFnFzkFHspGwWiT2OUWlM9fD+BObwNS0IHTlwo5r3PMv441wXEDs766rqQpXnGwmolohbpdFj9lilZMvoPjHKM/dbmcWmUZh4p5LLC54HYLp6kpKDEsVc6egNtb3bjtuhRyStlo7qdxr8dEajnCp8fXqm1ffM7vPo52Gv10M7QqNSc3mIeYyWxijti4bmniW4vAIYgUvnyNac1tL9y266niaeFDNz3LlELpg55Gm3/79oDh3N8iI/rT7cr1cuEf00PqtsM//PS2psufrldut9viS4kN7v3Bv/7lb/zLzyF08bePwbfjnKQ37YyHUycxfY8JyJbv4zFCvW5x4bvTjnYK6egeSdyUHhwO5SQ2FxW8wGXsS93QS8O1LKPdQjSfHrk2fr033q8Hn9M763qr3D7tHCn4M0z4af9MOdn0WId2BLfsC4PbJnNITu8fbNsNzT3iopVfHh942diSt7Xrjg7jW497pcPhUhfndRyNMQaSjaeteDTu1gPi2MPYZnffhDYafXLRSrIys6F2jAfuO29bYbQ8rwF928/EzgxFl/LsbIzNaf5oLwGc7zkclmCA4lQcm5PfGjuor+m1RDJeJyIikuyJIJmf5z7bsrP369lwDjGYaN+ezZBfiTEFoZs+1ZA19vX5+1WVw3wVbHIYvnl6Ya3NM9nIcxQThtgyziZBgbN5qbDhfGTRN5pjxkIGVR1oUeayi0XONE96k5hMjerBMVoXQta7KRuUFGkA0BFN6z2ruCahmDjfzSpKoy8T3tGdItsq0GT5XE5umoDYUuzrQDNh787liUsdghxTlGJQybUPKDUEzG6XEA8yGVizk3suPRq/6903DvfFty/iFDn9QUsRmgtXbIkiVYULgk2D4lK4jVMl0gSa+zkhfzVsfjNe+IBXvOIVr3jFK17xile84hWv+DvjdzahsjUuVS0ULatrIRKdFc1Or5rScR4JKRk+wsk6gX8QXkbiJ5YtVKLKkiId7njrlIlXJqFsC8IxclL0NCY1X5OZUuMYbLaGzRk9PKcmPMw1cPeX1YWq3HOSRf5V1bK6NyoaalcJC2iphneOpp2iurrRnZicrO6PGMdwup9SqCID2CgpWb5phdLXJC6AeH5OppLqNLkB+MRHJ2/LB4jiE68sishGyU7vvgtCxxIyaEpMqdxPeelujH7wSBLFtkGtdWGcjZ7A6TiEIs5lK/TJ+xqd3sfTMYcEe8mO+WgTmjMV2go/7hvXa8UnLhultb7ubsnO2gn5m/jtnHq9xuXffYSUbXYdzSldsFSzHD24CW/Tl+it8nH/4C2nQ+rCYQ+OMSgTUiGFux08Ut67KJRN13PagZtUyHXrfjT+rT+WX9pWlW3flqz2D29/4O3yeR2vFEVcaMl3+vL+jf/vl6/8y19/5ttj/lCjl7Kkkt0CAD2VoKz39EiZUEblctmeFJ82vMjJJWLw0YyRXAAFLmXjkTgjL8pFNuq1LWhiucTf/ZaKqFjhtp1Qo1/uB+/9wW2Pbu223YIvlO3YopXHMbikGl73hqNc0/Ki904fjUQpst8ubJsy+ly7QwJdRCjJB7k/PvgwW2ulijGeOJS9d8xs2WiUAsjGPa/TAeybIXkMD4m1YnaUsUAsTL5cVYlJu3j4cgGHOVWFkvf7vTdKKWy37KT3TvdBmW3piWF6xXcZwQ869/YiTpnToBJKdjPHkRLQ/idk/NprTU/0x8SHxD8EZ7qszE8w09M2Bdh2zp9XD07NfE8JntGiGlth9FOZbvhAdMs86jwwwVA59/sxPd8AfMB4ZrHnOzl538SQWyfvW5wirOuCeCo0n9fQkyKw5NwDOhS2BQTn6d4b2/TKlIIXKAlrbmqYnjLo7kofp3+giKe31ESjGOaFPkn7JN9oXQIBLbj6WhdJO5lF1xClNeM2rQ+GxSRvj69HK8iu64aLl6Re5Do9nK0qbcKei4US8uSRo9QOqoNrrt2uMU1bXopW6Hl94wd68N3nSb1GVL8Zv6uCCtdTXCH/b0LbpteBJwzlrgW6UZY8aMh6h6XZfIniUx65WW3q2DC8nwXRXuWEAFaJz5vGfJY43nzJhiq4rGRoHOF2RJ3GrynXWZWaRMJmyUnKxL4j1FKpyWfaVCj6DAERDoNPNX1qjoPHMDZZc+Ao1uZLh1CfiI9jhIiFhhDxurStGx/pJPMYHZPTRHdHsfZ05WWEhOs8JouiTiZcTzd8nKNoxTCxJbNctVK0Iunnc1hjjFgwZMlBK80bLReTdih1N7bL/IzkkeWl3UvBTTkSvmPmiQM/ixwXDRlkIjkaenplXerG5RIQpbaM9YxSnGsueE6hiizybCRPgz7mM/iC43zvUTal6kygjT4G1vL+t8EYxqRb7xo+IhM+cdk2fv76wR241AmfVd7v94ByAPvtGrj/xNupglaj5bvXG8gYXJLn01Fcy1M2EUaP03DyODr3w/jr158B+Je/feE/vn3Epju96tjZxLlnwaMNvAhtmzwdpQ+np+nK7VL4w9snHln8HI9GN+WS7/PDjfvDUyQiuADbvq3i6P0+uF6MrRYu1z3Pe+fb1y/cnwoqlX0VXBj0/DeAYu/UWrhsWawOwUajtSl00zF39ixMBgdj2IIR3+SK4ktYx8vgbd8xbHE/rTc+FWXkMbybUWHxvsYwynZZjaHuBu1YFhZlK9TLG62FHL1bmKyuvooHP+aYCbQWioZ3jWdX5moKR1/3s1I53g9aJmWfb7cwA11Qx1fT5nuOo4/VNFQcUaXsi1QF6mzbbLaS3MaUAneLbV3OnMSFBUOLnwn47WyGROPW1jONx9+Zy4mZh9hCOiwczeCJO+QYWk5/N3VHzLKBnZ+BM8SDiwmUYchg5UEqQldfQll9RKNBM2/SEo2hyRNsvWF68qOcqDFW8SPR5KX72fx0Dc764niA2dO7WBOqP+vIdgp4AfQ+EJfFsdZaQgBrXjYzynZyvM0Enq59z+uhqmf+NwbdjZp5zyawIVjCDoenTfIsoCSKW1tDgpIN+ohtC0G0kuu2SjS/z7xMQQZfBlzmcrFBM18iJtVH5sx5Hj73iDzPlyjFb8bvq6CaCnVAPs1rYqFag1CYG05rj+gU5spRKSAHRbf1O1IOLDswAMfjiEIif+cmFde6lASF7DA9KbEILIEJM+d4Ejo4hSHIY3B6KQw9zYLFB8PgW0699tK5XS6U5YhZuOppwlu1Uq1AjZ9/tFiMkhfN4cGjWnoQhRhF5WIl4lSNzsdUHxzm0a1e5r+VWgq6PF0U3RXLYrUMx1zWoq3Z8Zj96249FurZWZl+ND7d1pVSylLs8znh0qfNIQUoprqZqmBNsfQM63tlKyf3QETpreFp3GvzWVmTuzBs9qeJ5lZkdaCKhodEd1kqOqH8J8uEU/LZmB3rLkZXxVPl6+WJ9/3H21tZPDzzwi/3B5Lrw+gGDq3P97uxFRhZI7TsHNt9QGghRLfZlH2bKm1h5T3XkFoqbkY/zodH3PiS46X//pe/ctwffJ6FRQ0j3XsWBY9u/PXbN37+iJ//2x2aG5vL4jy5jF9t3LUU+mjs2cZuHdxaCCgAb5eNf/j8A/driFr8j7/8QheQt1g3997oHR45AfNi2czKddQ6iKK3aN4AjAc8jsHxON9PVcOTx3nfhUf/wCy4Ys3hn94+8T/evgLwb/9x8PjauFxiXPh5r2gBu+S6SOX93vic/l2C0z76UwPZudVQApxWTl/3SitKSSEL78Ebm3wl9VjX5gSqFOH4+OAjr/2P+xURw32qmxbasLnUMo7G9bJzTc7W436ne8e9UNtcW6Nj3Kd/TjvCAD4/swvsFbJPxMPOvecV318cKcAAQY3S2PSAaNCq65rMuAaPc3I23XUJay1PxJGTnsm7UeCJa97aiGnOlMxLU6KZT5hEejB7gVFPnDxyCJqRch7jx6NTJMQu4jgFN1uNyG7pVTm55yPE9CZvNOoqWVMSSeNzX4eYDdrV2BTGYDUyg+duYaY7edkV/DBs9muIvEi3ub8HF3r6UrkIMoLLHcccQhpnlehQdE3tsbhOU/HVRyBVJicbjALssjEXGAP8GDyyIG462KsiU2DGJPKXpUQYnKqzgx/3cTbsikJ9QhaAhMq/dF3VAAAgAElEQVQjs8lkDFXULIorgt1mlsU5gFgoTc+8SJ0TU8US1HnFfx4vDtUrXvGKV7ziFa94xSte8YpX/J3xu5pQJTw4QqG6rEpbcxox8aRzQDEnHiKAxtRlW1KbNaB2s2WkDnZW6+6aEuDxtfRQrmsTlmZOQULxBcB6dCizwzBydnWqZgpKCTzzIuYUujX2nEh92i/UqpTsHosow8EmX8Fj+jQhIZDQu8klspBFnZwpK47JyU1yVZQSEIDVFA850InV3XZjQ5ZnkxvoJqu7U6TQRc5OixgxTZ8j+wdm8nTtFRVfvjfaBJMTG9z7QE3CK2qO5Iuzq1BSenUvoeQoOS1iVLo7JVtrD3es9+UxEyrtfl57cir4fM6D1Rke/YPmD26XK5dtTgcFt1NqvZToKK+H0DzGUktK9cVv+N5DclIJqcBXNtpU6WRw2ffwaQGOxx2rles14brjQFWo1bAjWqVDYwo15XibG7XYggB+2APcqAldq1phDI5Uc/u3rx98+WhcLvE3HsedPnQpdHYTPh7Hgra0AZhQL/ta1kJo19lSDtzNsNHZZEJZDVNlz+f+82Xn8+3C2yW5QY/O+/2gT4JS2bjefHV3P45BEV/qmG0M2uH0y8a391yntOFtPHEWnDEGR17Lj3vh528P2qf4+Vsp/PGPn/nhL+Gd9a/WaNb5NBGC7tRSqPkuar0gV7jse37+4LCxpsa7Fu6PD3pz0uqKH24bfRhHtsq3bWcM45ETqymlPFU9XR3qTulzmjSoXhg5TdIOw/pay8u2se0Vmb4cDtWVUhxr8Xx015jmLW6wcDi8XeIzLpuirkutcDypUL7iOwwBmb5Ded8nl0g2oVx05TR9hMz5Yi52qFWDzzNzDomp9RyUiAm44vm8FAt4r+feVGXCNk4OlsGCrQcnaSwvrOHKVoy2ZLVBuqPi7MsfS2nuTCX1NmKKP9F3Yk5rTxzsHMqc3CKJidI88bGhImuKdkyBeZuTmOQmeV95khaB6ktCPJw3T+ijunB01t4tHjnBRMkMYipW5qIpPvX91o3rcqrhTc6+rMmgIjU8n/pSRy6oyMpzxug0gzsTdeNoXayF+FNpOQOBHHI/uasxjZLwxCLWOONEbfUx6ESONOkVXoxhdioweuCnTgRxUGH8GRL6iv9l/K4KqnjQTrxpoa6Fw3WgLmsE6yK42kkQZsTsWp7oCGxhEJyfeZELbizSH1KeRNVzAfCByfRfsvA2mAsDgb8fq6ByFF8Loqe8Q/exkpG9Kte3jc+3W369g/fF9VGDh51SmUqDLnxMfy2PxW1us+JOfdvYc2EYAx6PwbfR5kmDGcdo50uXF2WuJW3kEHlKtatn3TCJ9hUVP6ExJUf0eR1LuSFykrlFLOTmp/YqPRYnPc+haqHUgreJDw7u2DVlTUULlIHnI91bx7ov+qwNCXO96b/gTK3W83nwEyNsnoXzlHoW4IAmfV07qSGjPy++FIVncn6PxX0V4E8y/q/4PuP+aAtxURAwoY/AWw0fWLEFx7UWXiQkpv1WCrd9Y1PhI0UoemvsxdnzXbvfO3sxvt3T7wTjeqshBAMULRhnY+B4DMa+8ZFJ/t07+3ZdDZLHfXA/xjJ31Lmh1qcExTzx/fGlIFTqgsv2EoXHeNr4H72xTz7SZcPc+Mgi4H7E+7mlXPwQpastPP6jO3UzfHDKORPFQiJwkn9oHPn+ve1O88rfvoUM+j/9+Ma1Vcq6GYOftrcl9V62IHvfUuhG3uBqhY+8bt01fV7yOo6BD+NSNyzXwo/I4tiykKwqHI++pPOv+4aoMCaHZQyG6RIcGSaMZmuT7Si1XpY0/O3tivngy7cwL1ZTNq3YgGPCoVrIZUteGN0K9n7H0yTVhoXccxZYbXzjFd9vXPCT95+eQ1uZ5vPBlZxco6PHvjnh++pgXdDyJETgUZxM4SvJtuYsw3QzhqQ3JOAjGomzyFc1rME9M4itRJo1uYcV4/14sgbghM8/+uRIDVTjeAGOEfDZ2Wg8+qAhC8o4PHbxCb2VEkXEaioUsuLJvdkLXW3lF45wkxoGx/nuqncMo005cAPcV/7noozDEJ08b0W0UsoJQY6m+7w1Ibm+9nbJ0mqlhv6rfzAbGErz06d04HQZWJ1wyWjWTQ7mow6qyWnT4h5CNvk3LZDUq2gTkeBaLl6X47FbAMGDNxdKdTTvpzCwJ84cNagoz/5dIrKEeF4cqt+O31VB5RWm15Ey/aFO7yPBF89nOPgwLBPuQ4XdQfzy9HQJw4+n6l3p9PWAbu7Avro/PuC9P06zSQ9S5DSPDUVBYXY1ihTK08OKWHSWXagyvU2EqnV1iBidWk4Pp27OGEb3ifMfuBXufRZkO+JPBsdbCV5XvtQf3Th6cCggOjlz0rRaRolXXu9cTWzw5AK4oOjCUXcMtbGI1ZbGfnUuiGMkOXZeBwHz9X0f8DE65Etfy0bdld7GUwdIKVpWx0hLkDllFTeR0HgWXBvGYbaEMgoDGxbHNs/VTp+K5e+SJz3yfmLOPYu66varAplh1D6WWIcQBqc5ROPxwSu+87jfz6K4SG5m+ZDc6s5bKWyZCXypGwNbXCVx4VZ35HIBCZ+h1j7oNqhPK7G6L9+4XaJ7upqzSVrP5YE2oNhYxYyp0/pYU7P7wxii3LaccEnIaVU51cLcneJG1lx0jE5jSyb6LpX2bXDk2vn+/qDIfQlI3FsLPkMWfVKdb18++NOn+Pq6BefynlO361bDQLK1tdTutSJS0DT2LR7k9bnWPnxwf3zlkep2j/YDH48PaipivV02tq2sydyQzvWAR65B+6WybRv3I17CcQwY8iRiJGzmvN2uJN2M9vHBvlWuOR1sZhxyciFb77GE5c2xw5BiXK/XPAfh68eB1tk4Cl7G7Ex5f+Bmy+BUJPxv7GFYTtJUHLGB1im2U5KLleu77zx6X7zfWn9XW/r/diHl9ACqGop3Z7HTw+h7Ov96wdyWynCpwqPHPrvVk0s37Expyp48myU0J7EXT1VAIxqTJut3caGlGrLvgpSy1qfuUdHdZjO1GK5Zrs3pjDn9SSjDPAQopk2dD8OKxhSJeL9U9CyoFNzONdCmn2fmMJsXxKHPIqHUQNrYONdeBJEN8l0sHoc3p8vH0RnuZx60aWCL8jpsoqG+vNAJkoXG0yTPfy2MoXL6fXka7vbRlhhXGxY+pbmgyIjm8rz/o3d881P1kIpoocxzGiNQOJm0PCwa8XJeaMCXcNfwgg3H7UGZDZoRnK2ip9CO5D2DFAThKUdd/KxX/Gfx4lC94hWveMUrXvGKV7ziFa94xd8Zv6t2liKU7JSYhISozpGuDw7zxTXqQ2PKkR0998CLaiqjzKiiJy9LDOz0Txg+wPqaSDRzHm0sNSvcGb0zEr4XU2Y/JctLdIlP4ZjoKBQ9z8Md3o/HOo9L2dn97HyIC+LnZO4QofdBTajLpjlfy66FenRWZge79xEKV7ep+nLhoz0oIxTt4jgdVBdMYAynTXA12cEQX9M+82SRrG6GYt05yqk+EwqMeQ7mFNclcdpxWhuLg+UVxC2mcvPabXH/xuysdUNU13lXnAe2znMMECmUMmEFgQuffDZ3Z3OWs/nwgF7MRp8R3Trtgzlo0qksNH+mh2z2szoRpvQxVf5e3Z3vP85p70h/jvnulRJ+LLNTig5uVSlzguEevnBdVif0mt5ofUJyROniy3fuocYucCSk7zg6osoffww/JtmUoxs6p8GUICFMOMxe8X4s7zzTwUi7iPk3j9a5CJT0ywJBy3bCjrXwiyjW4hi+9Q29H/z8NaBq347Gp+uFHxKWXGTwDeU+1e1qQbXyh2uuk5vycXSG2QkhEcdEVje+pAT0XCMutVLqjcMnDPnOvlf++EPYQ/z3v33wkEGZtgl1MB4De9zzXm2w6QmPMefogxyIcd2ulGKY+DoGQwK2PLvxY3C57LjFL9loqCqWEybXI/gvk7PAVAfNaWMl5JrXdQzfmIkImN5fvY21L21Fg4o5CSfd6dYW/MkJXt/ctC5zdPmK7zLKVlaXe4rKncJqJTlQc4Kli6cNYaly2X4N8XO3mILq+YwZfu5FlnvrhO+jYQWx+NEKdVs0h5JQub5cWMI3bTqsTEW+Zud7E0KFvqgQRvDHZ75ACe73kfv/pgqFNck5sTEZUlEPMFt8nof/VX57H0b3nlz4pz1Xyvm1OwyjJXrINXKqWk47C+mycpIkVa21PFRLWep4Xgz1bZHVXAWbqnyQas+OjYYlXLdbp/fThmeIMSjLrEaaswlo/pFNk8qyP03JXJ9ywYRQz1vrRrdzQgWGluR1Teii5mRwqUpbqIhOBUVJjb8xFZhfOcxvxe+qoMLHKobCzNYXQXw0D7nu6SG1SyQtU2ZWlCoBXZtviakhosu0Lgzl9FzgXBjmfExCeape7JkMWTeOcYJKNq3B6Zn4ZlWKbk8kRQMPLPEc2z7GCKNHmSIT8OHKli/RtRQ2KXxL3O3H/WDXyueEnYz+BFkkXuyigk1YmjjOoI3p6RD+LYePBZYsouCswrBbQB9tYrvVqckniw8psdDrZG6FYfEsyPZtQ8WpC/oijHb6b6SFw3nUPngcY5npAWyjBJl2bhyUMDGd3DKMgi/+GqqICpmP0bvQnVVQiQfPbMmmE/yn9XiQa3C3tfgMg656FoY+aMaCLqIax5gQQXvNg7/7CHPKeX8d6x4+UEQSY6Ow5dd7EZCxkt/DjPfHB4os7L6IUncW3KWgvLuxT36BhjRvzwToPqKxcGQycZEKMtZzau8HX7pwS8GInUHdyiqOhgeEqA1fdg69GbXWEEAgeTkiSVYgCe6+THCDh9o5ci29aOXTti8vu/fW2Dfn6ucaY95xnZ5QymEdMRbfrPWRppcBI9y90j2gNhCFlY/xlFzuCEYim+nNaFK4zoRoq3y0geYP2DgYQ3m7XvIcDNTX56s26nbh3kdwVYDLtuOj02bNp4K1tuB3Q4KXK5kCbTU4uGOp9STBZTZtQj1oQcC91uC05L3vPQxKB07NNcNrCUPzzGB/uQ+q1KfnJfmf2aza5fe1pf/vFkXrMtl1j2R27YtTkGDuScUoYovDW6WETLic9h/Roz0FpKw5Q/oSLxGtSUuYhULsjbMQcDEYDZ1OwG4BY97OJB5O0YpCrB3DfL2r4Uslp+hEMzywhPkDcU4z3xBSCGOe90hj4AkrzEpm5jUqwqbGyEWwOWmBAj655BIkickNc5PkB81CUtBa2OoiSYHo03WIz3uGHY6nxnY3TyGcvEy1xq2aUMtSk/O0MW1X3C0aMBPi6bFXzPNyg4/eg5sN6L5x3eoybRbztGnR/P2Qy5/FUBvR9Z5+Xo5RVPMc8/4R137CCl2iYT5pDE40iKapcl3ThVf8Z/G7Wn392UWcwmWXtRkOH2jTRRAfDo8Bl1Wphx/DQBf52p2YFOVDZOm/cEzPJw9VlzmxqqqUra4H+iFB8pwPfNGC9sKsqCohGDGt18wrxxiR6C/TOxAu6xzNfSkWAiFrocr9COB/EeHtcsH6LMAC5ztfAyOOaVYWwzpHG4hN5boHxYVhA1uiFIr4oE9DHa3gdblrbwilCIMkgLvxJnc8F2EXpZvR6lwoIpmZC+wxPIjaqTSkIpHo1JnsOMeRSjT7JOvLryZWQWhhbTZuBmanp1gVutriuymxOD4JbNH9SVHHPZKj/LJK5EaHs3DZuyT5d6kXGd1YJsulRPK7PJXr+vRXfKehWha+vNYNM1uKVw83ipfV7ZWiMWnNoUH1wtdvH6Gwmdyf220DlFu+C9/M0cHyhfnTVuijr2QheJ1Oe88mz37QGdR8d9owHsdYIgW6CaPL4v0olUsJkvTk4dQazYgv72FAWzUmwDr9RC04kdd8f/ei1KLUNOrWrVCvOzo7rW2w7YLqJIQ7x9H5ORssbTQqynbZ1zrVfYTZdx5n2Qv7CP4EhLm3fRxccgJ1cGFHmGQQleBethT7uN+Ni1RqibVT3DhscDxP5lXXH7hsWyQ4ytoV3y6Fx3O3nlgwbpomYlh0hWVyWEpO/2cSpnh1WvpSjdGzuJ6FplBrXQV5e9zB4991JTSk0tvkozrdBpd6+mkVzmaWrxXrFd9jhD3jRFFEA/HMD0YUSLMJ4LDpWXBFHiI5fPH1ecNZQhbuHuidWQDpoPq2BKRsWKp+Pk+HhDI/D0H3s0HbRdifiqHDnT00+X6F/lA5J06m0QCd62ZwvE/EipPcrcmhQnFzevJ8NByOl7iDq6b4XeY0w6Ngqs4oUyhLMHNyOMxxBNJAMwG4oZRdZspB76GUOJtIhkdD9hxQrRwMYKtxDadvno2Ca0HzPVVN1MCwVVCpBK/fp1G8xzqsi8Ouoeic6+jAeYx25jT5uXNCuZly2KBl9dwt8p0yVYkl+HkxpZ/FbJybPV9796cc2HONm9eaV/xG/K4KqjEXHGAjCJNjbW4NV2FPuMaD6OwcqzIR6ijYaJQ6Cx7l4JzUOJrEvzk9Eqobdf68FEQ5EyrZ2IudMDUp1P0k/Lk7NsaaUI1h0Yl2lsKWi1DU2PMoKtGxXsTGdnC3saTef6gFYdBldmYUBmxzw5V46SdBfBydKicsbdPC9XpDxoU21ct6Y5hT0sAylAztNM0TDTlmYrW6VGXbb8sR3FygDvYpB0uBp8VKekzxdOqqqmBW8HFCBEoJ4z1puWjuzqO1pZG4bc5ncaYW67CYRsk0xIwbGCo4xGJUVU8oDRZJyYRGubHpiVpAClJA+4EsJ/MwCz5DKSpLnIORQ8c5DXxNy7/7UN9OSIZEBS45TSiqDLFlUNlSMYtMQEQFO4xv/uDNAqpWilCqYjqJyWEWuzau4lSp3GeDpccz+aEBZbvojmhZHcVSFJFBS4jgTSt7rRw2ZdkllaQejEyi9tuFbVPeH5OY7Fw3Xcbd3RytymU2SDAeXbA6i5U7rd+XAfq7dW6c787748D7wHKddIuNvdanzraHYIPu+ZlawP00rTRlFOPLt1gTvt0e/Pj5B/7PP/8BgL99dP6fv31dY+CLKjrGgvhdtg0z4SMhgO0xKJf9FJ1xZ9t21OGekvbdOpTCNMa0YUHS3jIJ041HG4zs2ulwtJyGpMPSfDxvpZkim67ktjCNybM4SouFaBXNCUAAo6Zy6Nvm/PxoJ/lZA8Y8srB8TcG/77DRz2mSOzgLGqcA5al4TvXbBQw5epjN2lgwsjCB9pVzWBZU87kvknDRKTCV+cczzE5hvUfzM9f3zEGFXubnVZwwDZ/ql1spqYzxdKLOmu4g0RCZ8PrmEsc9/4bH9H9O6WuNIm9upz5ION8pHw5Kd8f6FJAqIeYzm6HbKX4RP2CU+gTR80AFTMU9JFQ+Jw2iEuv5HEG5VVyNBdgcjsk4aRJlMCyURKcxvCLhozyLFTRYJakG3NXRfsrkh2Kw0vPeigpFG6zJP9EhttnQKxi28tmiNYs+X/diiDPkhIjmga0Qj07yRPYsCOQr/tN4Lb+veMUrXvGKV7ziFa94xSte8XfG72pCZU+Yr+Fh3Da9TxyleIFpgIuBVCS5Q0M6tglaYwwLgd0dMpZEKKbZwZkTp5T3zC7FpoILHDmKaIR53RynS43J0pwGzS5Sm95HBEdLi57CGEZ2LeJLl+hMLRlLBLwuiNDwOL6J4y9FKTXklgFGj2OUxNyLxnh8T3b25bqx72EErEf80Y+uiJ/eBO7hMTX5aG20gK+UE1ctvmHJXxiW0s96dkra6GtaZMzx9TmeH+74xNpIJWr/vq7laNCrLGnVzSy8sJbhoK9O8Pwj7mdHyqIVvMbtDnhikuNeBp76lLSXuBdb/ZWIiLugawQv6fswCZzxd8uENpRX/+J7D7NzOuwC+xYiEgDiBbd+GlxX6N4YEzrrzm27UKRSy9PSayNtAkDKhtJXx3BnY7+A5yT0KxJdxwmnM6V31iRn3wruwjGnLEO47BVJLXDpGkIJ5szmq5nT21gWA7Uoj6PRjoAAbvvGnz9f6QnP+3gMHm5MLKtQaS6LyzEYDN+epj8Bi2z3+H0Rpd52emeJLxyjB6dSJxR50O2ZQ6WAL9NKUUE34cfPnwH4dPlC1W9rjdJS+DjufMtj+lMtVAmuFYQBaszqEkLYWogUua91q7lzKzu6x898/NypsnP3uJaXvTBGTrKAIluQ2nP9V++UNtZ0yTS69ZawIHXj8Rhc6rE+zyy739kSvrcGIrEmA3UXPpW6vGnM44PnMzYNoV/xfcZ4gr0G6s2ZOY2Lx7O1TJ6hiC3Tbrkq4zgYWhdssNsIWNdEbuB48WUufdEt/sISrQoxlVNOKq1EnhxrI8XIybEbJiyu+iaKuWHmy1x4TpsmnM4N0L7yAevy5OYZ3KD4jXz3Pf7mRLx4CSTJ9HPzNhJZkuswgtVB9YpOjpP3yC/m9EZIgaqJonHaGGtC1S0QQ9PYVx02KesczANuO8U6xA8MlqhFIe7LzPGq1KCPDGXM/UIsfE5nsuc5lTzJZ3SvPHIN8y6ZY+TEMid5c6Q5LES11nRRhY3rk8iJQCmY2ZlzWnBXz8kcoEpdvzUl089c7RX/6/hdFVRVtpWUl9B+YS5GRSv7tlMlICWtN45Ug4HkP5WCi9MWjKuCyFLxG0zBgYmBJ0Ud5ng9HvKJN1YMLZU61Whs0DqMYxYzQUZf5tsI6oWip9LgcGf0E7pSVJMQmbj9JE9OFcDuI5bA3NRroOtoy+g3CoJjLrBuqJRlzDfc+PrxkUpAObLfN0YzenrdhB2xnT42xak2cJ2cqTAnXqp9vSNaVtIXUG9ZkCKRIGiOpwLI3eEJWuAIpkrRKfCQqoPT62IYXRbiD5+kUea1JZV25uYkuD4RW5c4xdyslIA9Z4FVC0qh98HRJka5g8oy8lQmFGGqHXqY6+VG0F/T8u8+mg2OnlxCLvxw27hPbkDXgMZmcnu77LwbFM81Rxpdw1lpkoDvZlzd6fl+XrxSvOKJ7b9sTreyIO+XS81NO5sZdtCHL5NdqUK96tlY6J3eavC2CKizKKDn4q82aBifkhM1tNDHCfvZBdp+XcacX375hkjhcyrsCYY3X8VKSTiPj4nDj2LtkYXHVgMarYGHBaB6gJJH8jT7YehWKIkDGmKpwpU/XyMReX9EcfN+f8ess297/rwwPM4follinCI2l0tlnMsHbsLH/QB39n0qvxrGaUjcu/PoH/yYzaduAW+a/KbozZyJoHuhpfooRK142epKumwMbJyFbe+Ncokk6DFhpIGoYlvrlrKXfcGhDgbYWLCgZ17HK76/sLN+Sq2Gk+8y5a2mDtymW8LU5/eNhwX/eu6D5sE9ViYsecNQ9gkzKyPEdOZ78ESvgblv+imkQMLxppJxmWSiWS1NDpQ/NTcDajeblVUk+EUJVZMCZAM8ztt/hZ0aPhI6mwWYzRyI9fNF/ellLuwWq+zMmzR5Q3MLdgdVWfxFd8OHLMhecTAV2voNQ7HVFI0GkiyY4ki4ri2KQfg7LQpBB5EOQxe20fBfNcvFfYlpxDGFCe+0HWtu0FoYHUMWPWWpHbYRMMjZjNlUKHtd1x0PJWbHT/7ZJNktOkY0pX02v6UyrJ+cTn8tML8Vv6uC6glGeybkczOrwnapeD7M8iGE9ufsojxw8+gmzk18ONuTUWezjro+SdaGKdtyJS+ZUM+HVWCvZXUk3o9GM0f2LLi0UFHKJISWkDIOdZhZ8IRx7+QXuSs2Ti6QJ2drqvC4B/+glrk4hbP6/PmqsRBNha4+4FrhkYlJx3CD7bKvZMdn32MSPAPYzWKNWnR8a50KWilPOrlGvSHlaaGgU6ouk93RB80kVWnAbVC0LPzxJs4ugU+WTFYPj+t89CnGcaHLKQcrT52ouNZkgXR2YlTOIg+NRRWd7P14Xmb3RzQ+U/UssMWgFlkmeXH3gyYe987wbhwzYXqZ4n330YdzyYS6NeN4PLBMDLZN8O5rClq1UEtdG+AuG2JOf5wiE3088L0w5nRHDqpuC7v/EAFxRq4Hb7cNwXmkCE0tKWywlCcnjTyO4XCnmJ8KnBrCKvVS16S9eyQ5Y8wsxrnqaRdhJvT7fSUbl33H8WUo6iJRsCyxngJ9rOe9d6Po4Me3EHOwEu9GLXVNXsZxcBxjTb1HgdteqUmoNiyEc6b66aPT3vp6vy9FuNWyJsquNYR1pgjFMLbNl5gDAvtWz+Qx+SrgbFMpT4330SlZKPbjQOSUKd5EGGa0KSKgniIbJypC1RdvQzwaP6c8PZj1pSIbAm5K77au3bbF/Zzd/uFCUD1nI0noR19iG/uToesrvr+Ifu1s2EqIKD0JQoQO8dxvhFrLmtzMPnC3U+04THF9TUmLwsaTCmAftHHuvWbxd+ckhlTrk6UQYeCn4p5LZAGTH+woaEw11ozDR1hKrI8UcF2TuBCs0HVMWj2ROMn77CGiMdU3h8e7NAWlRJS9lFNIwwxXQQIetM5L604psxh1xpCzuOmSRdZcuzU40+M8hj58TeFneTZFzyoSprx5DGYkl3KimTzyj52zqDPBuqdqaja/VZYkvSOp2jfva6eNQUnC2lYKXR0pU8G1oHMSBphEk3ddF/F4VvQsjEQyV3oSwogidBbQj/iElbu8CqrfihcG6RWveMUrXvGKV7ziFa94xSv+zvhdTaiq+/JbcYRNdRXegnO0A29Rrd8Pw8U4+yY1vQlk+amIOp1TNlclFHMWNE08pjjZ2e0SBnqzG7QXIdA6c0RbGeJsy/nVke7LlFM9lK8wwfvsKLfE0MSXhtNGY0wZMKns5cT9g2B+0GxyA0ZAUmTC8aLbI9lVDb7W07g8O+zdQGzCBBwXPWFxolgpzJm7ohRXbjklq5um8W8qT5UwAFzck2Jpnjk7uSkVvTpxoDhlwnskpEWH64JGWRoUz+tkOhiFde27OFVPA0KROZ7PyQCdgaPzFTCh1BMrXIiu+4TniHvAvczWNAELNcGJr9hUo+s9oY7JwZvTxjw70U0AACAASURBVGWa84rvNi4ia01RjWd33ldzoei+1odHu6fNwWrfUlW57roehao7uwg9hxbVlWMYH5PHM5xtr2uNoAqjj7VqqShalTbmNCjUTbd8Bn9AGe7cP+Jd3HbhaI6yLc+V5h218J+ZByr1lAi2Dl0F71NmveI4LaEmQyS4F0+w5GaNOcF+HM71DT69xSTvcKMi/PT5xj5JkHc42jsl/W02Vazbmua7CDZaQG2IdQ13Pr8F7PD//q//zP7XL/y3f/85Pq4dwS1dRsAdKVfKNnmdnUs32pKgNrpHd7sn3E42sDaoeR5vtyvNbPEmtmFcNlkTg2OEyuzkg7gKbGXxnUheRpeYLrqNmEpNeM1lQ73w5XEsSOhWwz9vDp42ET6sL2VJE2erhAErgU54xfcbiqyJk+a0aiJgxANRsSBcGFqMns/K4xgBIeuDa25rXQpmckqKKyGRPSH/90EjvCWBGDn5E2WKyRXPb+e/roFGTqQmf9o1rASKyppqCEFNmNYNfYTZ8IQR1iKhgFlm3qQ0t0VT6HbSCyDSocKZspSibEXp0y90GNbjYBctIVjSSy7eLT6kt4lQ8pzgzJGTsRVdA5mAyZ0coqJCEWFbaLrIN7ZpDeOax3jCGOPenRMey3+fKtHBEl9D+PgXPSdvMaoqT7ytgRRZ905UA1S0fFM1FAXnMeCIFqzbOq9gjJw4U0MIIfZ14vm9fCZftgy/Gb+rgkqy4IGAbzUTJkGpAO1oC4c8bEIx8qV3BexXgg+qEs/mhGRAPnfn6iIia0NcSc50JfcC3dcI9nIRqLHRAzGSLm1B5TDj6J3HGPQpKY5QpCyBBTtCAGJynsLfwJYohcgs6OZIfiBdF1esjYFaYV/mlMEVsvn3JLk/fVAm90tD2vlT8s+QID9aOxeHy6Wyz2OqsRBN88BS/n/23j3esiSr6/yuiNj7nJuP6gcgz25QUXmIOjrAjIq2Dj4HBR1HVEBbRUVFQUV8gTYMII4PwGEQP6ICNg8RFERR8dUijA6O2jojMIjS0AgN3W11VWbee8/eEbH8Y62IffJ25s2sW9WVldXxq8+tPOfsV+zYEbHX47fWsvTkvei4BKuT3qiRReweukC2dbH1qytfwhEn2r3UPeVotXgGtu1GS5LejxKOQl/XCKX0InnYe2Rz2YNxjhstoT8LZdPBhLWWzlePEqk1HNHJaz+39cMQdh57SEU8VrCGahS19kKbIlWE88UNDVos9qdua8wsSgr0ApNFrETvzksSBE2U5awr7aoRDZW9U9+yG3RafGLJagkcuo3Gkrm0WmhhSgQC1RUJEatVMjsFBYBFuV3V6joBWozeW12gkaJMxRNReBsQ+x08zidE0tTWwUI9WH0r+25MmUaF3LckLrWyc4XoJgu3zwOlxSfm4MLZRl1eq/Y4rPNSLcbAjTjv8sQNVJUfevPbrF8OCylNveBtCV52oQWya2HJRrEGo2vXWsmlcNpkiRIpS6F4zbBpntgF7UVQz5fCtAP1OmNSBIr0NamKMsfI7O+gglBXWO/4+2QKJNmExaQQUmSehdUf6J2s7HZK40clFUtc0BMdTZZMoxUsHQLPY40QtCekKeDvNENCmEJkbuy7lCjA4uUOYg0cssXTNWq81WXd4pck2Blb0dySlRo2Q6SKboIMuEZ1xIw1oacrFtLew422FlwGq9IjAlSFUjZa6uLr137TFJHUElH4exYhN4OOmnGivT1TgBi5K/V7sEBs279a2AIa+j4V3QKs/RpUNWsRQBGqwsHXyX22dbcZZNfqhuVmyK4Ccix3eZKQXjvLQtsanRcRVAOSrRcbNOhWTiXYpmPSrmplaXbYUs0w7XusVZFQNnkzmPGl+rOcSBTyVjBZAlVMqQte4kZRCFtNryqVmSOKJ6a49cRsg1F8KV5UChVRu2UFhSVvXo8QsVgGf1FF1K0FzaLQ/q1b1egSjBfbJk1wD1aP4DThPxxNfDc72DWDZeQSFywmImEVzlvR3QCRHbed/KyLB5TKlm1mElMCWlYWpRKC9PijIIpQiC3AU1pCC1cMwoyWBXXlBi2kFLoFe6ktTqstuIGAkkSJwRSoKQXzKjU+sCsusQkSYMX+2vooFty58+DuDCyHpS/aoXrNhKasaAVfDBqOgx9DS7zB5uVq5TN6Vh6tSNkKDMYgd72MshpXuFmoalG0hm4xsqDXrgJZxkVyDzhXCcRqSnITDKfJhKDODa/FgsnbGup1qDaH5liNHneEaerJVGxMbsWfa8ASkvjzLgUIwvnBEi1McySmgIr2zJAqkVyUWE2hmmIGFSLuspJMOooXaDGCLfFFqYXDIfckFilACIkztTXlhsws2JpiJ4BrUXyONu5+5GSKXVk55EI5VCZfY3azxwI1RUNMYOrJeIpZWa9fd29xAXLoltY5WVKNWltMpHmpbp8fOLg0sZ+F/cme02yZBaVUDmVhOTQjTbKEMj6Fllo5zcp+521ICQkTa2wxVIEUC1NoNZ4id07Pt+ypMXBetsQZMUxUrR6v2qzY1YrzumEphpkQSg8Sz9WU6dQEnEnR1WJGDYndPJG7oKiEpD3La16VOO9IXvl5movVulno7xBdColtfc5FqKEyuYKd0sxaKqI2xoaD6vFGlC0GM1cFKV2ANm/REZskmheovStzrR5DPW81mnTtNe/B9IeSN0+LYh6L2PUvP38z0DTFpSW58Ha0uJ8pWPxl7NZSpeR65GUBmnHb5//sd9PqMWnoldi8zbhiYSeZgxkjQssinLg71swzYbSMerVUqgar89TWKLXEET2jnrgnrtWlTMmUCF9fD1TqsrFkrs+BghlQ7XzFDN39nW4x4mtp/VLNE9ja6IZ53ZyDPfvhoRn1q5F+Qo+hqmje4idRqMlZMECMZkRW770YIiHEXlB9SokY6pFHU4gqVNmUsFIqtQrSMrwiILkfs2U5bnLQiAO/DCOGamBgYGBgYGBgYGBg4Ip4UXmopBy5tiXAxFZ/YcFqdXSKl2WC0c6QEMSLFTUvSFHjjDaLZVBLtd0ydGl1dmlPh+XWnbBZBCRUtJl/NFKXvPFXPdvKrmXpkdytMy1V7xoslWZL9x0l2j1Wr0Pj3qpmsTZaXLdpQM5kcucnJyZqNNcxmFXrfCm9HldKkCZhH6Vn1Qmyo7L2dPCLFksX3rPTyLFRi1iNalc619cqljc+cRGrm9I8gVEyU4TSqoq75ahbpMTqcon3jd+mZdrx77lmyBtnWkTcUnO39a6lfjdrt5BajBUB5YjKgNFs2j0TrF1Ft/S1IcB+N/UYinXJrHXpiQJRYYvK2uiKA48v5n2ilFbjTZhiYFkahauy06nPgyyZIoXgWdaDx/0J0uubSA2UXFk9rqYQLMNUN/gaNbXFQEz7iTlabA/AoZh3lVZ/KAn7/Qmn66lvz+hsVESwubqPM2dr5uCe8ZB27FOiZQY8u3NmXi+n8F27ZrTg5phLKuTFs16Beeo9sSdg6YSTdG/wyS5SEdbF61AFq923FGXN53bfJxFd6RSaeT+xHlbOz92zHiw71Y2TFoeVuZMXXuaevfWg/NiTT3G4Y/1YUyQEITldL1eLTWlsgZ1EzvLSPf27XeT89MA0HdWaoRKmQAjN62XE4pZ5MIgQQyC2d0heLY6jORAwVkSLiZkAYuLEu+1Qs9Xs8ZdQqGbVrkG8PAfUVMmrUkKLYTAvVaMRxlA5X8sWpyfDRfU4Q6RS/RlmrSQ5SpcusFI7pWuXK6e5cOacsFrMI6USKNre3fbebBk4s7oTppUwAaQKwd0iWgWi9tqaWu0EtXtZLcttiwuczW125PlRJgIqwtprPBVEC7XFVAWrwxf9/Z7FGDGdyYHVc5yddbNKtjDyjSGIqm61q7SwVKU0L4pOEDDvXd3OaYnZN28PCieecdM8cXq0v+0kYWME1FJ6faZQhVXqkYwkhLD1Gy4ndI6MmAdLtfTwDdFAJaKlCSEBhc6akQo5l57aPRJANk//GiqJjTEDERFI3ub2b6NOFm2BEdqfV4oWD6s9BF8RiX279VfcxgMDl+FFpVBZ3SF/EWmhHOUAMD5y7oqKSCBUehrtEiw9eeMc206VWkIfXCFGlpp7LRNpg1lbnalgsQ1t4dDAFPe98GPNB8hKchpZ1oJqRTwOICBoXU1R6/WVii1SPqlqLSwk5lZnKiSChJ4mPYXIWist5XkUjBIijZddkaKeFMLoOhOCzn6PYhO6aOg0QuPuSl9cgsyUstVHEFodLL/v2QVGFyRrsRyi7XmY0KFd7wwxUYNshfqqoFJ6PyO2oClH8oLnxJj6IrtDc+G2c4OnKuyk9AUPhNM100jRMQRiiht9Anv2G63Jnh9dufYVvW4U0DlOJBUPwLfeTV3V80dQdaP6DX3q8YcWekFbp40kp5ndOWTmBLupBYBHS/Qwt5esUKqvUI06UrmrbkxIFrzdKb0BRFM3PhDUaGEtSFiEidAT54AVqW3k11JBD5m912eiulgxJcpiB12PwsKWCvlajMT5yC6kysm0Z3bN4VQXTtetlsk+Bfa7rZB2UWUS6carFCOVyHJwavM8c2N/QhHl9unTADx9O3ucos/XBNMaOwm3qDCHPn0JMXqtPL/nknnL07dQX0tv7Pfs09xrChYqu93UY65WXVlzYb9zISwq8zybhaYnBQgWdN+NMkotuT/fNCWjP/tanE9NmE3tFkJBtDLHTTiRAOLLxY2Tidvn5xw8fnVdCrvdzkLCmw2uCPmwUfn2M5wu9CQku3S3oDOWmMcbqrKFLbgkcmSeNbnF5YvbS2E9ZA6uUGkOSLR3fYs9jDHcRTsvLvPI0YIR4lbA3mRzuWsgla26jJUNgV7XToIZSLphE6uTVYhHGlAlEJpIgsZACYGpG7eVKtqTXqFmfNpe/9JCuWxztb+WwKaGwCr0UhNBq4VnyNaXuxhM6Wqxh6GaDNENW0KMAZlaaIUZ23uMlFoJndz39/XPG5VVSar9Hm0n6ceHlopca1duRdXCKEqT3ZQiR/ftNMVgphhKAM0F/H2TRCiSe60+C3aL3alQPMHIFpKgd+UIsHZZ/FlNnYdo77V23zVaQo0uwwxS22V4USlUhjZ8AoSNy2uCC0cDvN61f/N2VKQrXfY6Fas2jvGPJUpfTEJ1vq5bC4NAYCW51B+9on0rgldYKFK6hdviITZrgSW+i0ChegyEIEwiTC2JhHqqiLh5i8pSmV33OZnMW9Qy3kgFSZHJBZWogoSuMpKCsMbC2upSaaVqRMk98D0SLd6ixX1UX+iPvYFHwdCluuertCDUStbtmkG92nfn6UZq2Z6VECxLkF8/hOC1KjiyrJnFp9X4SgJo6PWncoE4ecE/zKK1LLULYCkUJrYsfxp9QT8aL+uRVczqj5ky1TIaBSy5yRbranVBQq/XZQHkbaFvWYsGHl/s5hPyal4QkcCUdr0mFHmhRnrdseRZ3mKrjVTtpRYBp7mbLSZs3xNCllbDBPZpokTtte2SClUtwg8s8UUibAWrVVnWtVu5bbxqNxztdnvKmokBltnXoRi8kG931zKnzXK6VGUfpGcBXBa1ekotm+mNa+z2wp1TW7OWUgghIu7q2UULDl8O7nWvhbN18TpRbYLZ2rrV9Itc2+9ZPLPgjLCfhJdd3wPw7jeu89L9rnuxNSj7XWJ6uhk7AjJVckunqGrrsQd+llIsDsnv4ex8JTCTy9oFkklMgGpGOq1Czhb1AHAtBjs+eYzVrARij3crFFDp8aqWy6J2a7+5D7Y4zxhs3SvabXLm5UpK8XXsrIjV6OqZYq3mYPOCDRPy441SpQvcUcxX0xUJ8Be6J3dJgZy3REwtYQTEo1hyez/1V5SJHFssZjSDcX81iStJ/Zz2YxOXWsY/kZZl0mJ9ksfg5BWkRJMd2pikWA6HFkMdhIJ5leycwXJYHAXAiwqrW2BF3bCyaZaW6Mbfq4p2D7ydvyIxIirdixWimte3xzebNyn0Ylb+j3+NYtlLW+j5HCO1lv4OryhJwpZoy43NTR6hOMvAt1dVJAZLGOLrbFCP8Wrx8dUUy6ZQBY/Hr24kplbSnIjBs63KznMBuHLr7KjWb3OI7u1rBj0rbl5UjkhUlqxrixulJ2jzG/MaqMey3sD9MHpnYGBgYGBgYGBgYGDginhReaisyrd9Viwr1V3hTUqncFmUjHYqTRWz4tYQe1xVrRUhNY+s1VfwLP3gDDDZzlHq3Xn6Q4ggaaPvqNd8aplnqtsqjxhhUZzO03i2IXjmviM7VS6sfp1VvKaNU0KmCimGbpGOKRJlounOUowO2TomhkShdAtn9l7JqkQxzt4ck1FpWibAfo/N7S+ISo8l01pZlsrSvF6e9WezISkwHdEvi3u9msXKuM6bB8y8VUG1e7HMirtZ3sPk/euGlVIrResWQ1eUnHN/ltWdUcEftlQhhi1LoLnbN+tRdMugSEW1eQu9xc2qFQPTNBmVEECFmGtP21OXYT5+7FFLj28BpeSlW1ZvXjsh50LJzfprsQZrpwxbXFEA4tzqm5mXY98Cd3Khloy6ByKGQEjC4WCxRqdFmXXHnXoLgH3ak+IWxxm0kopw1ks/TMxaO+04TUbxWJeVvbQMeJk9kSdP77RbJMyRk7nFCkVYK9Utn6oZQukxELvJaIoHX0MShelk3uJAi83p5mVfKRyqx0XERk0yT0638K2VXUzs9uZRunYSuLmfec+XXgfgZddO2MWN3lJVmea5Z8zLh2Lrt3vq5ggaArfP7B5jrZzsph5buq6Z87NzJEKcW/p35cjwfVf2VNpHERr3WbOQtfT5HrFah4ej2LIYQx8vZ2cZYWL2OI45KfMUyWe5U/pK8XHUxscaiFHILTOsitWe8vusxzz3gccO2T3QYJ6beBSHEyVwgqDN07ML7DWQFy/joJaJV9hiLgnG2th8P+3/Ll+IgG5e0sb2kyOZZAqy1eLESSL+op1kQgVqp0Eb20OCUJ0KHyRanJWvB5kKKqTY5pnN3y5VaDVaYmOjFHWqo891KQSBo7AfREJPJx88PlqrdFfvqgoq7JoLPEUQ7V75KuI0Pu/7aHGjrXwByeS5xgQqRZEatrpWQdEYOmV5q+O1dWR1ymbr2yQuM/m+q9PxWgy2Ekwe82vMCeoKJflaHwIh0svyBMRjXY88gWWjGCJiMq5qL/UjAaIUgr8LmKxPWnp4VagatgFRBqn4MshxeuqBgYGBgYGBgYGBgYGBh8eg/A0MDAwMDAwMDAwMDFwRQ6EaGBgYGBgYGBgYGBi4IoZCNTAwMDAwMDAwMDAwcEUMhWpgYGBgYGBgYGBgYOCKGArVwMDAwMDAwMDAwMDAFTEUqoGBgYGBgYGBgYGBgStiKFQDAwMDAwMDAwMDAwNXxFCoBgYGBgYGBgYGBgYGroihUA0MDAwMDAwMDAwMDFwRQ6EaGBgYGBgYGBgYGBi4IoZCNTAwMDAwMDAwMDAwcEUMhWpgYGBgYGBgYGBgYOCKGArVwMDAwMDAwMDAwMDAFTEUqoGBgYGBgYGBgYGBgStiKFQDAwMDAwMDAwMDAwNXxFCoBgYGBgYGBgYGBgYGroihUA0MDAwMDAwMDAwMDFwRQ6EaGBgYGBgYGBgYGBi4IoZCNTAwMDAwMDAwMDAwcEUMhWpgYGBgYGBgYGBgYOCKGArVwMDAwMDAwMDAwMDAFTEUqoGBgYGBgYGBgYGBgStiKFQDAwMDAwMDAwMDAwNXxFCoBgYGBgYGBgYGBgYGroihUA0MDAwMDAwMDAwMDFwRQ6EaGBgYGBgYGBgYGBi4IoZCNTAwMDAwMDAwMDAwcEUMhWpgYGBgYGBgYGBgYOCKGArVCxQi8moR+fZH3Y77QUT+qIh82aNux8DAs4GI/D0R+U3P8hyvEpEfeq7a9ELEO/Ie38Hnfp2IfOI74tz3uNaXishnPh/XeqFBRN4gIh/5qNtxL7wY5riIvJ+IqIikR9WGFzqu+oyeT1nr2T5HP/b977Pt40TkW59dC9/unLdF5Cc8l+e8Yjte6W2Jj7otl2FMzoErQVU/71G3YWDg2UJVf9lzfU4ReQPwiar6j57rcz9fEBEFfpKqft+jbsvjAlX9pEfdhoG3x5jjA+8MUNWvAr6qfX+ma7iIvA54rap2Q7mq3niu23kVqOoPAi+ItlyG4aF6J8NzYeF6Pq1kwyI38I6AGF6Q69+jHPNjvl0Nz6fl9Nk+o3eWZzzm+KO99jvLOLsf3tnv/7nC892Pz+Z6L8jF5p0NIvIKEfmbIvJmEXmriHzxPfb5ABH5hyLyX0Xk/xeRX3u07X8WkX8rIk+LyBtF5DVH25qL+beKyA8C/8R///ci8hsu7PPbReSHReRHROTTjs7xGhH5ehF5rYg8Dbzaf3vtheN/s1//SRH5JBH5UL/O247vSUR+ooj8E7/Xt4jIV4nIS4+2v0FE/pCI/Hvgjoj8QRH5hgv98edF5Iuefe8PPG4QkT8sIv9JRG6JyHeJyK/y36OI/FkfU98vIp98TK9w+tfnish3AKfAT5ALlDAR+W0i8t1H5/6Z/vtdVAsR+XIR+Zx7tO2vAa8EvtkpCp8u96CiyBFF6j7zKxzd51tF5OtE5OVHxz+T+fthIvIvfB7+iIh8sYjMR9tVRH63iPxH4D+KyLf5pn/n9/CxF9p+pfkoIi8Xkb/qbXxSRL7xPvt9oD+Xt4nIfxCRX3m07eLzuouuIyK/SES+R0Se8jVH/PdZbO38kKN9f5yInIrIu/n3t4nIz/XPrxKRHxKjNr/Fn9fHHR375SLyF0TkW0TkDvALjsfE0fGfLiI/5v3+MSLyy0Xke70tf/RZPKP/U0T+7IV++9si8vv885eIyJccbbu4pqYH9PN93ym+/RNE5Ad8bP6x+zzyK0PGHL9rjh/ht8hzMMf9t/vKFJc8l3cRkW/2cfGvRORz5O75d6/r/Gzf9yn/92ffq4+O+umiXPGbROQH/Zn/saN9T/wZPSki3wV86IW2XpwDD5SzHtQvl80LeQhZ6wgfd597uvQ5On65iPxnP/ZPixsN5GgtlHus4SLyMhH5O37/T/rn9/H9Pxf4COCLff8vPnqe7++fXyIiX+nH/4CIfMbFa4vIn/Fzf7+IdM+wj/O/c/T9dSLyJ0XkO70vv6mN/Xv1o1ygSvrxnyMi/5e395t9bH7V0dh8v6PrfZE/r6dF5F+LyEccbbs4N/+w2HvhXY72+Zl+39O9xkyHqo6/R/gHRODfAV8AXAf2wM8FXg18u+9zHXgj8JsxmuZ/B7wF+CDf/irgQzAF+acBPwp8jG97P0CBr/TznNyjDW2fr/F9PgR4M/CRvv01wAp8jF/jxH977YXjv9Tb/4uBc+AbgR8HvDfwY8DP9/3fH/hFwA54N+DbgC88as8bgNcDr/BrvSdwB3ipb09+vp/1qJ/f+Hskc+Z/Bd7Lx+LH+th4T+CTgO8C3gd4GfCPfFwmP+51wA8CH+xjaPLfPvHovP8FezGLj9P39W0KvP9RG74c+Bz//Crgh462vaHNnXttv7jPfebXpwD/0u9lB/xF4Gvu0x8Pmr8/C/gf/J7fD/hu4FOPjlfgHwIvx9eHe9xvv4erzkfg7wJ/3Z/NxLYeHJ97Ar4P+KPADPxC4BbwU46e4ScenfPVbOvku/q+v8bP8/uAfPR8vwT4U0fHfgrwzfdp66v82D/n/f/z/Z5bO74ceAr4Of7M9vcYExn4496W3+bP5KuBm9gYPAN+/FWeEfBhwA8D4ejeT4F3v8/9vIG719QH9fOruP875YOA28DP8775c36vH3mva485/sKb4zxAprjkuXyt/13zcfBGfP7d5zovB54EPsGv8+v9+7vcpx9fw9vLFX/Jz/XTgQPwgb7984F/7td4BfD/XXwGR+e9p5x1jzXk+ZK17ndPD/Mc/6nf8yuB72Ub2/0+7jOe3wX4X/zZ3QT+BvCNR9tfx9HaevEcfl/f5Me+n1/7tx5de8XWuQj8Tmx9kvs8j9dh8/Cnel99wz2ee+/Ho9+O5/n3AT8ReAm2Jnwv8JHed18J/NWj6328338C/gDwJmB/ydz8FuB3Hh3/BcD/8cB167laAMff1f6A/xFbGNOF3/vkwF4o//zC9r8I/In7nPMLgS+4MDh/wiVtaPt8wNFv/zvwl3UbcN924ZjX3GMCvPfR9rcCH3v0/Rs4WhgunOtjgH979P0NwG+5sM/fA36bf/4o4Lse9bMbfy+MP0xQ/GjMIvg7jn7/yHsswp994djXsb2Q/gHwKfe5xjta2Lo4v74b+J+Ovr+nL/rpHm27dP7eY/9PBf7WhXv7hQ+434v3+Izmo7e/Ai+7x7Z+bsxK+iZcUfDfvgZ4zcXn5d9fzbZO/kbgXx5tE+CHjp7vh2PCtvj3/wf4tfdp76swJeH60W9fB3zm0fP/ygvHXBwTZ0D07ze9Tz/8aP9/jQtjV3xG3w38Iv/8ycC3XNL/b+BoTX1QP9/j+ON3yh8HvvZo23Vg4TlUqO5x/THHn8M5zjOUKXx79Pb9lKPfPoe3F+KPr/MJwHdeOM+/AF59n358DW8vV7zP0fbvBH6df/7PwC892vbbLz6Do233lLN826t5/mWte97TQz7H43v+XcA/vngf9xrP9zj3zwCevNc8uXgOf/YLRwo38DuA1x1d+/uOtl3zY9/jPtd+HfD5R98/yM8f79WP3Fuh+mNH2/8s8PeOvv8K4PWX3PuTwE+/ZG5+LPAdR+P+TcCH3e987W9Q/h49XgH8gKrmS/Z5X+DD3Q38NhF5G/BxwHsAiMiHi8g/dZfkU5gV710vnOOND9GW431+ALMQPpPjf/To89k9vt/w9r67iHytiPwXd7G+9iHa+xWYlQH/9689RHsGXoQQkd8oIq8/mgs/FRs/78Xd4+ZeY/aycfwK4D89dy19RrjYrvcF/tbRPX43UIB3f8hz9PkrIj/Z6R1v8vn2eVxtfTjGM52PrwD+q6o++YD93gt4vLXqRgAAIABJREFUo6rWo99+APNyPwh3PX+1t+Hx9/8b8+K8SkQ+ABMU/vYl53tSVe9caMczWRPfqqrFP5/5v/dbE6/yjJ7pMzg+/tJ+fsA75WI/38EMaM8Zxhx/qHM8mzl+qUxxH7wbZuF/Jv3/Xt7OYzzsfG5409HnU7bkBBfHwsXrHONh5Cx4/mSte97TFZ7jxTXpvhCRayLyF52u9zTGDHqpPFz857ti3t7jPr74HPs9qeqpf7wskcTF+5i4+14f1I8PJW8CiMinidF8n/Jn+pIHXOubgA8SkR+PsameUtXvfEB7hkL1AsAbgVfK5YFwbwT+maq+9Ojvhqr+Tt/+1Zhg8ApVfQlGvZML59CHaMsrjj6/EnPZPpPjHxaf5+f7EFV9AhMGHtTebwR+moj8VMwi/lUMvNNBRN4Xo0t8MkYbeSlG9RDgRzD6TMMr3v4Ml47jN2IUgnvhFLO6NVwmeFy8xp3jY/0F9m4POOaNwC+7MOf3qvpfLrnu/ebvXwC+B8v49ARG87rK+nCMZzof3wi8XI5iJe+DHwZeIXcnE3glRg+BC33J3c/hRzjqAxER3n4MNCXkE4CvV9XzS9ryMhG5fqEd76g18SrP6LXAR4vITwc+EHsml+H4+Af182XvlIv9fA2j0zwnGHP8eZnjD5Ip7oU3Y17bZ9L/P4wpKcd42Pn8INw1Dv2898PDyFltv+dD1rofHuY5XianXYY/APwUzEv+BEbZ5ej8l7X7LZh38vhZHj/Hq+Difax+nYbnZH31eKlPB34txpB4KUbXPu7Xu67l74WvY3tXPJQBfyhUjx7fiS0Mny8i10VkLyI/58I+fwf4yWKBwJP/faiIfKBvv4lZf89F5MOAiwGQbwexYNBXX/j5M92K8cEYh/ivP6s7uz9uYhz8p0TkvYE/+KADfIB/PbagfadaGs2Bdz5cxxa/NwOIyG/GrNdgC+CniMh7u+D+h57hub8M+DQR+VlieH8X7sAoR79BLCj+l2IxNffDjwLHtTu+F9iLBTRPwGdgMROX4UuBz23XF5F3E5GPbhuf4fy9CTwN3HbPzGVC0/3u4S480/moqj+C0QS/RCw4ehKRn3ePXZsX6dN9n1dh9I2v9e2vB3613+f7A7/16Ni/C3ywiPxqF5x+L28voL0W+FXYi/IrjzeIBT2/6sL+nyWW0OIjMMXxb1x2n88Cz/gZqeoPAf8Ke9l/g6o2L1hLqPDllxz+oH6+7J3y9cBHicjPFQuY/2yeW1lizHHe4XP8QTLF28G9rX8TeI234QMwmu1l+Ba/zm8QS4TysRi9qyUoeD3w6/z6/z0W//iw+Drgj/h68j7A7zneeGEOPIycBc+frHU/PMxz/IN+z6/A4vDuJ6ddHKM3Mc/N28QSQPyJB+zf4c/+67DxetPH7O/H1tMHQizxw+su/PzxIvJBbpD5bMzAVd7+6GeNm5gh4M1AEpE/DjzxEMd9JUZl/JUMherxgA+gX4HRT34Q4/x/7IV9bmGJHn4dZo14E/Cn2Bbs3wV8tojcwvjtX3fZNf0l+C5YQOwx/hkW6PePgT+jqs9pkbgjfBbwMzErwd/FFumHwVdgAaGD7vdOClX9Lowv/S+wF8CHAN/hm/8S8K3Avwf+LfYyzxiN5mHO/TeAz8WUhFuYxb9l3foUbJ42Cshl3oA/CXyGGGXk01T1KWyOfhlm0buDzfPL8EWYJfRbfV7/SywG6Crz99OwF/8trI8exlDyGuAr/B7ul/3rmc7HT8CskN+DJbH41Is7qOqC9fMvw6yVXwL8RlX9Ht/lCzCu/Y/69b/q6Ni3YEkHPh+joP0ktrHR9nkj8G8wgf2ft99dOLkF/L9Hu78J49r/sF/nk47a8VzjKs8I7v8MXsGFez/GQ/Tzfd8pqvofgN+NzZMfwfroOSt6O+b4O36OP4RMcT98MkaXehM25r4GS6pwv+u8FTNE/AFsTn468FE+VwE+E/MYPonJBV/9gOsf47Mwqtj3Y2PivnPgYeQs3+/5krXuh4d5jt+ExV++HpOf/vJ9zvUa7l7DvxBLuPAWb8/fv7D/FwG/RixL35+/x/l+Dzau/zPw7diz+isPeV/3Wo/+Ghan+CYsScjvfchzPVP8A+xevxcbL+c8BC1TVb8Di/v9N6p6GZ20owXnDrwTQSw18O9W1V/v398PW5Smh+AYPzKIyCsxYew9VPXpR92egRc2xNK2fqmqXqScPNZ4oczfx3U+ishfAX5YVT/j6LePBz5YVf+If38VFhz/Pvc+ywsD7uV7LZapTv23Gcto9tNUdX2U7XtH451ljr9QISJ/Cpv/v+lRt+UYL5Q58Lg8x3c0ROT1WAKWt/r313GhiPALESLyT4Cvfth2jsJj74RQ1W/HLAyPDcS4/r8fyy712AhvA88fROQE+AWYtfLdMUrD33qkjXoH4IUwfx/X+ejK56/G0iF3qOpDUVdeSHBq2acAX6ZHllH3Pt2XuvU4Y8zxRwunoc2YJ/dDMcrtJ1560CPAC2UOvFCf4/MNVf0Zj7oNzxQi8qEYk+qjH7Rvw6D8DbzgIRYY/jSWbeUi73dgoEEwGsiTGB3ouzFaxsBziMvmo1iRxXv9fcQ9T/Y8QkT+Nyy5wZ9W1e9/1O15NvCYjrdhqba/8BE35/nEmOPvYIgVeb7XHP44LB7lb2LUr7+OUTO/6VG2d2DguYaIfAVW4+5TnQb6cMcNyt/AwMDAwMDAwMDAwMDVMDxUAwMDAwMDAwMDAwMDV8SLKobql3zML9c1W0y2BIUY6anma6ZUUP8aqEQC6j/kbOk8iBD8GBEBFKrVPpzjRAhb6vq1VlIEtSNRAgpotTppVbMd6l5AEZhjoFVCKFrRCurnF5QgCUJExO5DNVBUCRp8n0oVJXr5kN0cCQqlWruWXFhyYRL7HkVYJNN05xCEWrTfdwjW1lbZLaIolaVUandeCiEKye89V6XW3LqFRKQGINoBE0KSQOuqgrAUpZWQVFEiELyNhYjUlRC0b1eFGqzNay6EIqgIJNsnVCWKEJN1ZskV64h2I0IMoDV4PwpBCiX04QAVkn8PKn7ntbcZBPF+lSRIqkiBWuy3CkiE4NdUrSwK0e87BX/ovRuFf/xNf/9iTYmBxwif9am/WNVLVth8nRB8zVGhVKXNtRgDFaU0FoAqaEQirGUBIMWABAjtmBq4tayceRy1AFOMJLFxuWOmomS/ZiyROQWSrwdZlBIEX80IKFIjrXajSEFCASLqx1QKpUD2+VmyQhVuLVab8axWpkWReQLgmk5QlPNs9/XU0+ecs/Q2h5BIKXBt3ts9zsqiB6YwAzCnyH6e2U2J6secna8c1sqy2jkPh5V1zTavAa0Cou22iDFSCKRk56y1oHVFvK8LQox96aUGoRaYpp3380KZoPoiVxdl2gWmeWKebE2ZZmCpxBi9LwMSAyo24cuZUhRe4gnASlk518Kh2vandWUKiZOdtXFlQTSwP7F+vD7NvOeNdyP4gnGeV25MMzpN3Lp9G4Anb5+z5AVp11Rbm3Ox71oKIrWvpbVGvvZrvm2sMY8pfslH/cImDrDbz1DXLsKkKJweCteijc91raSdUHz8RVHmKbKcn7H6+rDTxJlU4mpjeA3K6XLgxMfcbjfDopxX2z8EYXcy9XkmJSPzTPYxXbMQRIiTrR1pSuQ1U6vN47pUNASuX9sTJvF2Hkgk1rZP2eZlw8l+j1ZbE1etBAmUViKtmIy0ehukwn6KEG37kleiBoq/l6drE4lKOV+Rve0zpYgk2VwIFQTBRQxUsTW0raOlIlq5maw27ByVqQZWFzBUBdFNVixlRUSIfoE0J2oWyur9GhMnux2H9ZRdsvlfKqy6kvyYXZrIufR1ds0LZ7fPKN7IkisxFJ64YRm/cxakZOLexsPZesAEHOvna7sd6WRPXu37+bpw52zlqbPzLufIZO+otg4q1WTDLSLTpFqXP5cqfPM3DBnmfnhRKVRZIYQuIROCdEElhEjOm0KFCIHYK3tFsUklEUqbNAiVQJt1WU1mbwJVQalZSakJUImqBTyVvqBI2JQ2KJRQmXzSRoQsgVZbUUvFZBRTFsDaq1KpTREMdlwSa0OslRiCNQyQIBACMYWtDRqQNkFyJegm5wet5BLIrsBlUaJEQgqko1pnlUpuyopGRCPqQl4UmCK9jSqwqvberShaMtpOkBIa4tGzKMQY+/FUJaoiRfsJJQhVoPpOQcT6zXcJEikorh8yJ6GqKZ8dIv0egrp81gSuVElEppp8u1K0UFxbqiixRhKR6JpiW9Nd3qJKIpVKdc1RRF1Ra3048LhDMIUfsLVBC8EHsgQlxmDCP64/yTbXLAVbpap0Y0QVJRG7UeagB2QXkcXnb67kWqlNeJCFfZiJIfk5BY2C9oFcbJtMfXtFkT4mQWp0Ia0pK1C1Utp9BSWEGc6s4SeSePlLE0/sXmLbNfJfn7rNm8+MWn5nKuRVaa+TrIqosqgJSKVWJhLJ2xzEOke1doEkqK1/2ieJtbG/+NXWhBraDkKaEtd2ds5DAV0quKIRgbVUSltkBGIUxPspTYkYhcUXhBSEkykw7yYmN9IQCiWoG9Zw25qiR224WBmyaKXUZmGJ/uxdWFEzDE1NeSZSZ6Wc+ftiUnQ/m/Doz2LeCWFKxNiEsACHlbpYyalVV6YgBDccleP1buCxg4TQBez1cEpMgRibwKzEpPTxlCIkCJO9gPL5KVqh5IXiyT6XEMkF7qxmHIlTYhcC+Fy8detAqkI8ceNKASlKDD7eRMhFTDACCIWYAju/ZikruZ6RwonvvyBUJNeufORqyl48MpBKtfkLboishaBuiK5tHLsyokKaIi6icF4XzpdIjHb+kCKxJlZx48zpGTf3O+IsmzwogGaiW7NLhbwWot9HilA0U/39b9M2cdv77SVcYxdnKva9LIUokegCRwqzyRrSFK5KmFLXHEOoUCHI5DIe5FxYNVNbE3MwY2xLSrgWqiolt+2w2+26LBdj5OTGCdmf9Z2n38adQ2bnz3YhIuWW3Syw3++5fmJy0uLKa82V8wqh1/cO1Fq7EVAxC3Hw908sY325DIPyNzAwMDAwMDAwMDAwcEW8qDxUVStT2CySJWv3QAQCiHbrsQTQINTa6HpuTa5s3hxRpijdA1UXo8F1Y7CY1bR14hSgqrD6DhHTWJtSX7VSq1mMwSzD5cgqq05JVEr3ksWQCBK6JUSLQoDFzRxLqYSotOQipSi1wEqzkitVheYnCSGCaL/vtSwEZnL3o6hb4SPROyKJ2vbaziEIkakZblWoetTXzpRsnrxGe1LZ+l42x595B9loiKi1T5v9N5iZv6oSmsUnmpeq3bcxDhV12mEW8xR0epba2ZrXLIqdo3nFok5UrZy7VV2qjYlmVUsaqAXzMKbNDpGLUSANBTRstFBvc7Nn15EA5rGHSEB8XgQRc/Joo1vZXGtjDqlOtQv9e/XZnyazAIsWqtZu2UpMSKHTwFQSuazNyAhJOORz5jh7G8wCrM2CGGabE7J5SQpLc5oz+WpVpXRKbi5KLpVFNnrdPhZe5t6fJ6abXL95k6eK1e982+kdnq6nTNeNavSycJ3zsztkp7ecHTJKoHqjQ5yIu0izrNdaWYtSdemetirWt+renVIzopVda2PMFFZivG73IYLsZ6Zk6+L54ZScS18zJAa0VBpfSkSIUShu/b2zRuoCc/No74STE2F3It0jpRoJZWM1aK6spTTnH2EKSFUO2fplDsK1sAP3Jt3WW5Q6dRqRkNAknZVcpRKXAHOjaythyeQYSL4w3T5U1po3L7jaGt9p5PRu5cLHgccQ9j7z926cUFXWpXl6lH2Y0al5Iwvr2YFy8Ke+nLPbT+S1EHyQSoxoXUjOYJlTsNeUj59VD4jTb8HfUbVQfA6sClRlP7t3OQklKLWxeKqSQuryRYyJQuGghck9K3EKRAV1vn0SjPnh6+gkE2il9NAJpVZIYmsctXA4FJbVadI1kOtC9UmxlxkJtYckrK0SX0pd5gC7vnS5yNabJgBUoGjo8ycGW7uz99OtfKCi/RrX5plYzPtuN5GgFGMI4fIJsNuZ5y4vynk+pwZl596+IEIqkeJhKmVXCEwED8BQqcSYyO6wmqbEbj8Z3REg2vdzf/41V+6cHzi4Z++8ZnYndK/cTvfEKMwSyN4PWezJVd287uGIuljFvG3d6z5WmEvxolKoVAvV3cYUE+RDbFQ4+97eZiK2rSlYJThFR6E2qlqphNoZfO0iXeGaxE5XnGYiKmgIfTCCklW7AiWSmGWjgBUqMUijp1Lz0cBuv+GKiU/sGISAsHYFqhCcYgPmLtcSOCurt0CJkmhLhdaF4HEbrV84ot60ODCp2keHpMDMEWVNjU4X1Ok21QSNtvgksRiq1uaKkmIitRdBrahufa8SSaF0Kl2VYMJGY/yFYH1bSqcexAgiU1+MskDNGz0nVDHKUFOYqy2g7ZwiR/RPjKOt0GPVjIO00Xu0VI+Hk77wSwDNW9gWCrFqp4SpWNyHdg19LEaPOwKhCw/Vwuy6IUCxMS+dplYRDbTJnFWp1eitKTR6S/VovaNrxEjqdJdACicUv2aulVWV26sJ8SkG9hpJLTBTApnCNluNttziftayIkQy27pTVCg1oRiN7EaM3Nxd55rH+pyWyluffpq3+ppyqhWdZ67vPHaDwMk8cftgdBjiObkWtGlsQQlVkWRtyrmipVAbVxhQDUDdDCRVTClrVGZOiHKN6IrmJGqUpxZTNUV01S0eVSsq0hVTYnQDi89ngSiV6yfWb9fmHfvZ1tbaODhkU56bcltMCAqhURsLtdQeo0CI5FCoHkObykQmk3Pj7FgoQjwydr11eZIf98R72OZ8m1vnp+znyYM8rY2Lr6/2rIrFt7oRR2qgUhFfp6Ruxp6Bxw8hCJRmeBRyLtuzlkhOax9f+UxZFtjt3XBRA5PMWBj2JtoFILnhQXOgANf2HlOpMxJTpxnKLtq8bJSvXFDJFDcikCCIdvq+BCHqxMGNJ1OcAEFFu4GmZptX2dfJQ1mJGllcSF9DZQqhx4WqBA65closjnAiMIXE7LKdRiElJcadt8ne05PLIxIimqK/45thqSJV2KII1OLs21ot0dZF59eVosSQuxx2XjP5kNm5ePmy608QdxP59Nz7UY1e2BfyQAipG99KLpznc4vHbM2O0YxIq13k9CyzS4FrTjmWJOzCCdreBRRSguvXfN2ddxQqweNOr+1P2K35SO4qlBypbgA+rIWoFQ0wS4uBC4QMh6VZ9ZVCRWOLjRAozThFp/4N3BsvKoXq+jxz3iZIUeOWN69IitSldm4xKkya+kt+WRWlkLQSPWiw1kQtmbxsShlTJTVZJQRyVc4aKbYuqASuzdfsEph1uAnSokJGuxUjiQsEoSl1lbWYeNVjv6iIbFbvXM0r07w7KUSy5i02KMA0VaJP0lwtOUOXbYhUqT0gXWRHzRl1d1PEqvbVXMk+idZVCYQWnmAeM0oX8hBlCsGUGDspEoXqEtsUjBPdLNYSFBW3tAKSFCUwt8BqFVZJ3dNTNLNSqSGSXCNaFEIt3eKeamUJ9GtotPgl0U2ZEYnd0qvuger8ZalIDUjjcYdqlhlvYztvRKhNE1vtRZGaFV10U4CBJIVaJ/qi3TJ/DDy2CBpQV6HXqs6LbwKP2z+1JUIBSu2eSUXN+qeKtABruTsOp+3XYiIhI0wtF4u7chKLT8YFM4bMvj0pJJ2pwQUDtYZUaV4Qs01WVdZmXA2BfShcm28CcGN3HZGVJ89MwXrLcuDWYbW4KizW52S6zs6t1pIrYSqI2Lq3Y+L0/LQHsmuuLFq608wCvmGKmxdLq7Kupa85RCGliZA2A9maS08QRAjMVQkufEyyQ/NKWbeYiSAB9QDtVVcEIbnQ9ZKbOybZYkE0VfPCl0R1ASZRTegKm4ArdWMD1KIETbRLrmECAXEvd6hKjNLHS5JADBNL0wJrJBalNOU47bh1/jTlzto9bYFKzSurC3pZC7naemm3af/FxkAYMVSPNaa0JVtQzUgM3RhaVQkFcm7JHRR2MHv8Uz43YViSIK7MnJ0fmOYd885kmsOd6sYKj4EKiSkE1sXOmXaVJU/9nUYMJNlYOzWbAagbaGOk5oD4vAyzeXilKrnFbap4LKfLPSkxM3flRaNyeli792feTSyyIjaNkKTIpN1oQJhITJsRuGSLE+2yvnS6Uc8hJhaHLV0WU9+tGT/dICZNsbDP3VNTLVlGs8LeOT8j7mH29UOKkmWLjRW1uZg9Ecehrn4R7UmtQqhIEJKvo7kqh3KAM4+nzecIgXlq8bCVk2snTDtL9lNRzk7vdDnrZS+9YSuLvzsKwnJYevxt5RwRJc4TYfFzRmEOylPVFMNcqnvvmhxk121x/sdJ2QbeHkPdHBgYGBgYGBgYGBgYuCJeVB6qXJvdBQiW+arR8chKpnYOrYhRt7aMbJYCU0NE3IIQg5LS7K5h0JAp2bwvAFEiORiv2Pa3s587p55s1JPOM4tmPGhpthE1ywnb8ahYSk63YsYgqITOaa5lRY8MtbinpVmQGn0odc+LIJFu8SRWqJZCGEBqMQunttTAQpZG1/HhUZWVSmgu/GjclcammUMCCSxHVlQNm9U0BjGXupuoqwS0bB6rWswC1eh5FEVRijQuMW5xxtNSWzsn0WbM4+Dpg2OPLRBEExIaFQonSjtdgpVMIfl951rteHdhCUKtsT8HYjTPolh2Mu8WqtaNAhYDUzIKY3/glZ4FbtiOH38IpVsE5QKvXCmoVqRz4IVSSx+zGiJzTEaZaZkB7zEqogqlUZdZUamU5t1FOZkSNZiV8nxdqRo9zb+VSZBSWXXLTllKJTZ6LZGDVmrN3SL80nSTXYrgXq2nDm/h6fPKnZ5KV4yi6OvYS+YbnOyfYHETsspyVKbCHTrhBjl7GuTlgK4tkTMsaplGtSrni/eDx01m9whPMXF9t2e/N3qL1sq6ZA7r1udzjD0F8X63Z52EO2eL90uBtVKyW1aLkiQST8zLVmrlZD8xeZxYofqzq4Q25zUxpdSt+Ye4UGTu819CQo+oRzWv7CWQPe3xXGDlQNGt7MY0qaWltxOQ13PecuvHAHj5jfckVuFwWLh2YrEXMUxeQqMt+Csod2UvNUK3p+5PY5V5nCFSaVM/lmjxSqXR9Qu3zs9JbcyfTJyEeFRSJVBWIcnE+bl5HJaauTZf63Hgh6lSVzgcfH2olbRL/ZoS4ARhcgpMTZUqkTOnrWpVdiJIi+mukGvu+6dgFP2sdctONyWWokgr1YISYu3yQ1Gl5MJ+tnkkavHQjQ4cU0RC7NkxNTqdz2mxUiu1GCXOjo+sp2fsr+962ZRKJQaY5xZLYSEHjb5vKX8r4vcRk5d9aX2vGVVh9Xt4+vwM1ZUbs8V0zvPElLXHZBfN1LUgLdtqWBAiIW4Z9CgRYUVcztJyylKWnv0wxRMkrMy+rp6uZ+bk6rFihcO6MiXrtxASN052jS3MgkKwkhFg5SsiRuE7a4ynUrgWJm7s7PshZw65cqY2fkKNxkjyYNOgY325DC8qhaoWJbYAcZ83W42ojFYIbfCquJDi9CyMLleK9IBLEaPoSNgGUdFNmamqJKSn5tVs9ZnaC1NixHJA+PZqbuYmQ6mIcfl7nMDmUtV+H8IUYOcHHTRYgPpxDu4j17Zg21q9pSSWQrydbykgRWjecxGQeQu2pAi5KmutRG1uXqO/1C27hp2vpXv3mk+ztNiBQFVYPTUnVagSCC1ZRwi2TnVeARSnT4LrmSF0BUtEkShEUZIHfGsu5LWwtNSsxe+hvVxULa2qHPVnzZx7HAgSCCFSG/UqBESwtPdYPJZaoIW3uTF/BM2t3S2BR+cVEGJvgr3odFPi6/EzG3gsoWw0eUXvSpwtKgSmzQCjFST2JDW5KiLZKK8uwUjkLqMKvl5IC9zUSNLQjTBVrM7bfmoBUBOHvJA9e4PKbAHfodGGzBhytrSSBbbWvSTOXVnZTSfcqStvu2MD9HauSNz4/ygsFXadd5+4cX1i1RY0nsm5cvD1IcSnmOaTHs90584tbt16mnXZrD6CUqpstEA3BXWqiRr1t1EARSvzFDlxhSjGCS1bzNRuN7ObX0YVi7soZ7dYmGkpICSZoNqEuJozkJicTjPJTK3KWs46JUdiogJNhzvkQtE94Ouax321rEKrVnaatni2eIZmIaRGCbVYsdkDMQrKrbVyazHhZZ7uMGHxCvngMVRaqHXd4rBCIlC6cUslUDVSsX7Rscg83ihQXBOJYULOcg9TkBDJC0ytNkhMmITTKOVCyZas/Kk7dwB4yY3riGg3VCQSp2Uh11YHTywcosUQFEjVSoYAFK9xJj7+UkyEJBu9TgWVgod1kaXa+M1b3ckTiSxhG5ch0I0SYDSzpRRmXyfLsiK10pa4IEazb4bKmldCFI9PBa3iMZNOhVSj2IWcSKE31OUVn5tqabjafc5RQHJPUhHEk151BrF4fFHpbVrzVhoiCZzsr1PdgH+6nhoV0hWQCaGEwBy2+IuSC0G0hyHEKSFaWJzSOYWJKQYmX6evz7DWzFLPvGMS827XlbYpCFUjd257P9TC/mTqym8KguTK+XLeY82naJbqlmo9TEI4zyzd0GUJkto5WiznwL3xolKoQtwUB4uZOcrq0tM1ubDTMiX57hpsk7LFJ6kGSs29aK7F3CgtYGlVK3DXFA2TtwP7uTfI5PmuiFT7Lk3AMsEiHE1648BKrwsQFVRLT0IhVgV0s2uLWaV77dDqZQdaTFSMpChHtQ/Ukjs0p5lEYg49lkzV0lLMk8U++EWhJkKzgmJKTi+Cm01Jatb2Um3BmbzoZgoWZyulcYUrEiygHkCKe4R8kS3VLT1HbjfRJoS1wHb1IPEWp1WRFHs/WIFiqxMGFgOlaA+uJECQ2GPVKJbJsAfFC4QQ+vktFq96Jrf2tASJodcMCyivAoPQAAAgAElEQVR4QUAfCl5OxxenXmhr4HHFsX0uitxl1wgYb78p8RUTmpuHYqmVg1bmiZ6NNJIsOLnNNVsUeqanoIFAok4eM5VXsi5c94KTOp1TilmmAQ6irHnl4IWDl6JQhZ2Yx+NGmri+S4gGDj6/nlwzbzs/7YHlIQSClm45zVJJE1zzApI6KUHgiWtmnV2XhUPMVFcCFk2EoP3lm7Wy6hZLJsUNU6pIbDEMEQmhB0sTrE7N7Ikv9tPMfjrp8Ymq2bIfaitIGpkkchOL40oxcfv8HF1avMnKmiviqcfmNEGY2M0vte8zLOs5clAObREJkVo3FgMCQTdvkcWh1h5TeaiZkCv7aH2dRFiqcn7qhiQy03UBJv8OkQl1oeyQz7i5u8l5gjvnJhCfzHuSSB9D6GQZUtt7Sy1DYy4tPmWw+B9nLMva41WWVHnyzi1uXLMxfW2eKXPu8oJqpWrpXpUUJlRXKsJ+bx5sAiznK9GLbIcUEQ49Y2+umZrnHqcTopKjGSsBJEfCBCG2ArUTKlvmWktKKJ0JlHWl5kJkMuUBG6tzit1YKTGQD5vhWVVJcXt3F7V3c/W5XZuH3eWFwt5qurHNS2PqNHmhMk+JZc1Ej0+akhl1G1tAKMRAr2spRCynRLO4NMZSY+UERGtnQKUYEElbcfSqnJ8tW+yjRMJ8jVDMWLLTZIY1PUqcNYHINcQVwTBFZtmzLK6kJWHNgdnXyJP9E2hZyK3NpVhNUvdoxZTMuKamcC0lc3OeNyNzFYu3D0JwLW6KCTR349kUAyUokx9zQC1utI2XPAw2l2GsvgMDAwMDAwMDAwMDA1fEi8pDVVQ3mkpwXn7zJiyBHGrXtM0DYZW+wdyrjb3RUkOu1epOtUyBa1mYQ7QK2JglRUvt/OGYIoRAaqm6oznFWnYbxTLVNItmbNnveqyCkilMuttSr1c1K3dLzq2ChIrEIxd6CT1bzUHMmpCc8xiip1LXlqUuINGy0oDRBHLJaGmxRgWJgbmI1awCsluCDm4BmkIFmThtBR9UmcKWyneisgbYOz0vBKMprt1FX6kxcuL9cqoLYdVm2LesWUXpmV+rUwwmQVtRBg1mvfe+n2O4K1XreVEomdW54nGKVom9ZQ0TIGzXrNooCv5sUuoxbd5oT18fOqUr1upeTbZ9Ytzq2EiFsKXVXwf9+LFHhc1KKZa1s3lqKxaP2Oh8WS2GIcdWW8loYyuJE7c6TpKJpXBs21LdIqvsnLVndTvZTSwVqlP4zDsqnC8txiqzaqa4F30icXO3Z05moT5JifOgPL3eofiArCEhUTvFJgVhirseA7EPwo0b78rNG3aONE3MTD22iJjR5Qx1r5iUyp3TpzjzuXp2yJQiRxmixNYKqT2tcYhGbU7Z14x9ZBfFqDjAjWvXmWLi9PzU+zIzz4noi8TJfI0qgfm2eXamaHFVt2+Ztfbs7CmkVsLUaI6R3STMnj56P+9RqteV8xhYomVak1YTMFrcRitE5R7J6uvUqhOHpTIf0YjyNHVKoBCoObJzL1LWTNbMKl435rCy7gon169xdnir/xbZyX9j7926HLeVfM9fBABSUma57N19es3LfP9vNjNnzvS2XZWZEkkgYh4CANN92Q97zUvVKLyW7UylJIoiwLj8L4XUu/W1d+onJ5ZQExswsQGDesaPGYc1Sleu1F0wEY5+P7m3R1AXxhRElUte2DtktOQb3iopZV5eYqr17f4n6pnSX2PbHuz7RimBHilrIZc08ehmFjnLkK6kkUkoA20ScBH7rIbnTKn3lEOFeFmF0qGvtTWk5EkJCPU/mZM1ded2SXh/jYYxzSqJfTP5IGLEFCy5TFgzEtzQAe9LknE3Hked92I0IHt12BHQUPK0xPG/GJAy/TtHltViZDUpJQvKqsra/QCXXGh1P6G5gOnbhGfmUqDtWLNzQoUE5aLvYRcVliLkQYVQp5lzbPf+/S5kXRgbTnMjJQ2LGmB7HN2TcPDjKh/+MaeRq95QVdZ0pfWpGEZXhBznUjHd5ne3e8XNp/Ip/pxQ/aP4qQoqgTk2lpGjDJlsDT8Dzns6KiG3C7B7cKcWSbSx6FwYQ2aAaymBWZ/zbovxd99c1EGw6cfEEdn2yMmlC46Ogsrp+9iJbEMQmjQeA15noHJi5qMI9InrN4elnGIc3c6P2jWRt7aTUkbSGL87nmQWYCpOIp2msxJS4Jufcq1OI7kE3hagRcJ3GW+qKXycxjhdhZzOz3m0kKRP+dPnbnWO35M1UipzQzMLWfUyxuka8Dp1yGu/EUhImg84zi4CZp8KR6OJsHQypZHQJPM8Df4ac3OLTXVssK02TGVKwacOB/TEvBE0M8ymeDy5JCT5JLpadWw/a7g1nUnQM37QED+LHeEvia2LI3ZCV4YP1Sj6S7Iorq1OkZl0SNyjhhhKyuTqtGkUF2tNO4nKXXBT7r14oQnVnY/eIGlsfL0UrmUUUIWc8oTXfDvu/GE7TQXV2PtKTlzEkWmkCUl30hLQtZfrF7788itrl1VPKeDA1aPwOA7HW+Ho8t+PenSuaoeyiLMuim2foHLqqDi5v4eWFFDnPc7Db7/8ypebIiNhWRbMHxytw1m2g5Jeub4E7PCX16+4nMmFvzv7+3dalwN2TZSL8nqJRPPXX1+5rFeuS0An02KsfkNJrH2POYC2JT66fHxtR4jtzK/GcVe8N1iKKS2did4lBzbPO4THcA4SXzr80mVD7SD3BOndD749Nv71y69kvsW53D54KddpKVH9CEGfcb2IkNWnyr74k+PwI0fKZfLgPuzB6+XC0aG49925XS4nvwlj89N0N1S/Q8J8muCSWK/LvAe1JiCCjRwn5YCM9sZjTpCWNGFk3g7MfLIW2v4IzvdIBWp4ZS1rrMOshjcPkashKe6GuHMM6LsLmvNsIXkL/7ljktNb8LZ7MfKwFiYtk2a6hujU7JZX3G0a2ArQmqGip0E6vWE69gcSh8O+n43qlPTsn3oITp2ryUFDTAtg4wA7SL0IZHM+HveZfyz5Qk4+4f/kRi6JtK6TK75/PCBX0qWbletCdcN7s+2+7Wg5G13uB9shHB0OvJQLSxa2LkAS8lg+BSSKGpdy+Qs/xK2xauHRrw+SoanMnMZMkFQo/U2XGj6qdQiK8cxh/lH8VAXVf8mJmrb0nccj588G6MCct4a5senZWSkeQgWkUxzhcD9VWmjkXGYh0Sy4EYObIC58ytnJY0IzDsEG+ZH++mGIK372qy0JYRXceRkel3RO4+f411B+UVFMBe+dkn1vaILcO1II4UkzvXK8JyGDHK6AID4ZXVQaDWXvYgw5QUk+F5d6KN8NgYeKsmSfr3m0+IyDa3TU4LN5TwrWlOKYRpHX0dB18KU8ul7JpXfzgzgrEhO48d0381mkmTpCogsiYZ7IwhTGaBI+DeN6EVXUmdMGb1FADTNCN8jq8b5jikUipzy/QHPrBsCdC9bo3bxezD45VD98yGczMTkVHiFw+MbZ1HELk92jT4tSSixlobad2km/ZTF0eZm3KTXD1OeN3MXjmh/NiGaYrFSN4uXbfedRndb9Tn7LF34rF659YezuvO0b33phcRAFnuDkzsu6LBeKLlOdsKyFJIm1T7WW64VyufHSi4+jPji8TWXQy3VFc6YsvXu7JB6PO9Z9fr0qRzNSipt4bZWhzzMJ+CKQZBr3ijvL5crSFfSWy0LjxPALB+v6wmUkI8sFxGmX06MliWBjQi0N1LjdYh/826//wpLz7BZfrl+wtXJ/f0P6hGA/Dj7kD7berU9NkJZmoylsgvVsypQwGB2G5bWbgQ/URBgAJ+7aJ3nZWXOZU/XiwlYP7tvOpXPH7vsbKi987cdtH8ZDnDS6++rhLdhViP7K6nvGjxaSZCo25uZoBqljdGxgRuq7w+olfPHm9bWDaEw6+5Q1LyVQLh77Q7OYcI08P8SX7Gx2urFvB5oHD9hBnbLGMTx2UC2TgxPCXdu8j5oL5mFLno+RNyX2R52T3CUVUklncuZO241l3Ec1U93/wgu381ZNKt6FsuIPjtZNg+toSh2UnLkknU3gLI6Q+ajdb0mMlPJsnpi3nm/0wsK9lyddcU9aFCy9EDWUlpTa98CPtzuPus+9YGXjNV9mgr1bY/FMVg+vMcCWhEgm9b8ynN3DyBsCcZVFuPRi1Ux4P+5snatqN2WrB0fvrpf1At6mKI6WBBhrb1qZtZhIWSC2+i859mgGQ+RyqyYevaizXUDzFEEbyKZn/NfxxAc84xnPeMYznvGMZzzjGc94xj8ZP9WEyj4pvejgtgyobwOynBOq/pjVIZEeDt/mdo63aSQJyUuA2sLxe0yLuo0U+5Dadsebzr9nTMQ+qcLF83z+t6smx+MScBhXP1X+tL/bHG83xB0d/giEHPOYUEmXgJI84HKCOVMdT1XC26ofS/PW5cIHD0QCYyc2IXdCwoSJUc4aHhIDTywILSmfAZJZZB6TudHsVNBzic93zGlhi/M6vTDGdxE/J4AaH9a26LQdGt3sNKc+jujJ+1KL7syQQE5F+yRteGUJpjKN0UU15GEn/0nwxPSQCghC8OsGV0xT/47nOBFa9Xl9pBweYGNCxRON88OHyCmDH7PUdqrXuVBbm8qR7tGZrG2sm8paMlDmml9KRpU59QDv8urnZPSoRmsxsagcfL//O/dHX5sqHJtz6e1fy8bfP95I/Zq7W6UlSCW6lIsomjNZmVzAJcN1fTkVLbPy5Ze/8fryWxx3WVnSMv1uvr9XDntn6bDCCzeaGe2ICdaX18r74zvl778DkOwP7vLOJqOrHb4xQkaXWI9FBcnCpXfC//blxte//RvqA+roJF/58tq5HGkLOM+QqO+woNFpv9xWSPDavbDk4wNz53aNbu+t3FgvC6lP1b68/IYifCx/8LbFaE1a4xD95J/X5/f/cdD8yRsP0XOfQ1lKnuqmXhPbe+X/vv8JwMtFuV0K2ieF12UFgz8+vvO3LpWs25W3fePL2pUBJfwVh5x86l4zg296DFuIZ/yQcV3z9LkzVVrzaYFiFba6cxlqm0n7/X/cZxNHbdyrcZ1embEPDbTHY2+hZNzzg1Jicj6U/u8P4ziMy/CUU2XJin2ayuIyrWCydt4UY6JRwcNy5LRBUY7d5lTV1Fjk5BpXPDw6/8NwdSh0J4k9aiy7ehywfOKZNmfVjE+ETOV1vVAuBen3+zUrt3QlPeJv3miR17ShXteC4zmgke6ocaoA95xnQLGNRJNEFzDn7x9/ktOKdvlxqzu3XHDpaovu7HVnb5XSJ0aD/7nXzgtNwr3/DdAnj2lyTz/uH3zfHnMfttyorU7Of6vGvd3JA2mwLF3yvKNyupdWO3YeRxy5pph3Wt+bC+DSJu/7XjdSFuo+FJ2fE6p/FD9VQdXMQygAoMtk2lwQlSInRrYkCQ5EH0ubCuqRLNdPr+kuTLHMo1Ldp4lm0cQiad7ErbUQXBiFQIIqs6ZDh1y5nptR1jQ5WLXFcz+JeaMDYjbqqZ70D0niozZM8iziTD7d3OkQAosiCvp+4R7y78QmZW7UKfUsvRhqp8y3KyrOZRynOfdWZ8GV1HDXiXnO4ricUputBjzQ+/OTSNAMOiyx1gNL5YT79JvA4AVohwOZO57ORPJzXuO9gJZPxWw7UYSxO6tAl3JfpLL5RD5i3iJp658hiYBaQBEB9TAGDJnUfvNwizM2C0tI5ROvxrXL0Pc3Sc/N6IcPPyWDG071ehpSd1+iIaUrqqwtk7uFgSfFE+Qms+DJmlFkGiaKKq42k6THYbx/NN7f/x8APqpzVOHSfadelsQ1Ce+PuEH+z787uuiJPVBnWQsvaxQWy+2V63JhvbywTIjeylKuE/+fU2LJKy+3XwB4ff2KqHTvJpAMa/syPZxUCrVuHF2kZnl8I32rWD8m269gB7WOxpNQXNECpcN01teV622dkLzf/vU3vn75lX2PZGOvH1hNHNp5WXoAMi0tmi29OdUxvgp5fUW+dAhOzuy1np/56ry+XLkMY87XV9Zy5eXLK/L3/yM+Zwkfqtsj+Ex19y7Q0xPaDgoa0u/a+iY0Tf6Mktps+jz6w3uHLaatoTlxZYj/BJRpaxv3fl5+KS/8/fE7dFGAy5rYN2frhaZa7Kt737da+7wrPuNHi0QiDchpE45t49BhJ3KQVNAykvq4Am16A2WsGVkM6RD/3Tb27RTrWgos+Uz7vEP7T7EuZ10LOQ8+UvASvCfSbXcoZ9NZ+jGMhlCzPe69tZDygOwbeSmnx6MZ1uwvVIelJI5j7KMhs/7Wk3jtxzmWlbrjh9BGE9mhLDp8ydklUXJhzYljyHxrwVQx7XtWC6jjsKcYDdzxHqkLRgztr+BnnkZ2KSl2OJWtPz+2/9QL1ZzD4mLpjawmB42GGax9H3zJCyRj915QeY68bPC+BA5THp0vW8Vo4tO7b62NRS4zT9r2jcOcrfNtX7OzZmaD56iV42G4pVlg55RxcVoXxkm1m5z36+EiCatQ92Ga/Nxf/lH8VAVVzmn6Cpg37BOFTjwurGmY23G5g7SoXYxB1OZUwkPEbXoXteTY5pMkISuBSR3vkRQ4J1SlF1OjqG9huDSzfDEJMYdP16ibT1W9+EXQJ4b5m3oc9/iLioBXjqHYlYQkCR1cD4nByOR95RiZTeJ8HDiXUcxMUY00HqV2tcT/2PUa6ocp5EAwP5VjjkPmQhZXcha071bJhca5IdacKHp+ppj8fSLCWpTFKp+KKA9Pqu2sn3AgD14XIKXMgioJSGISPosl2JWtxYaYVMnpU0eqv+jgJDRzWhXcT2Uyt5jujU6bqKIq8xXEjeqReEP//p/xQ4d5m4ISRlwP0yPInEuYtgB9qkKjjO6uLeRi7Osyce/VDdpO9iFss3C3xr0//v7W+OPbxu+/f4/HSWRJ3H6LxODwRhXn9yO4AfuuaEssS1yFa4pJ+9I3kLys/PLlK1++fOV2+xp/c1kp5Ubt041WH6gU1vXSH7+GemHn/qxlJS3rbNIctVHrNgne9wW8NVqNtWXmtGY86hClgJuuuFRKF8ZYX67cXm5cu1+OS4pET4fxdkbXnTRI35q6B1w8/2gWr7cMz54rSQsvLzE1uz9e+OPbv1PbSOpirx4Nk6UsJHU8J16+/Nb/5ht1vZO7GIe+H7jyyZdQcA6ydykgBbyeDbMCsjH3+5wSfuzT4+etblRvSP/M6epcLgvgfO9CGK/lyocfvPabxJfLK1v9xmEnmd5MGAbG+p/GZ8/4keK+N2zcJ6rRjoZ29SfpTeLBPTZvLCKTs7cTBrhrKuS+/q1d8VqRUXxYNx4fjUSNwmFw8EqGsqbZFHJXPBeO7ucmdF455xqIu/JY2yXaDK0hnwQhSl7Y+3TIJZBBZ94jIJD7FNZa7BfXKaQRzdlx79bUG+UjpcmJpIlL5wFdSub1lnvzq58HUR6tTQTL2pSt1plrNRe8Mc+TdmrkaJaYxCSvnls9236cvla5RE7UP1GWzHE/OLoJ+Cbhw9e8cbzF7x6Lxfc0lIoXZUk5RD+AejQ+to8zn1DF2jbvP1sVymVl73vaeztIqmga34Vhe0N6EckRiBst6+S7i4S5ehn3BxLWhOvoS0nm7X5M0+ThV/qM/zp+qoJKhHOCQQwEtJMGRSVk1fsCODgXCvRFKgGZG/ckkZD3nRAvh1TkTPT7GHcopKSkMdYeLQPvCf5IwLq4Qp9CY+7R3Z4JufTftVkKSgNP53Fanz2Nt1g1xrXTkBaJ4mC8psOBTWVCb/F2U3FUBW9tTmqQFIbhPpVQ+xjL8ClL2sU2+lIvklHaJJibxZh5dK2Sa0z6Zrcnjn+dprwhIjGgU7MQ+yQYIgiahJFHaFTIUxQg66Dqnhv9cbSZYDTC1Df3DrZRadXO84SAGEMOIMi1fkJIu0m0YVOFaRbWn6Cc3pRT968FNMAGzPC5Gf3oUZNMpSfxPnT0oSQZ4rKldy2LZPJ6YlVMY8IqzeaN+FAnSWLrC3DfKwfw6LYH23Hw8TjAo+Ms4mCNt/foalqWmIL3hMiLB9SsWxYsfbL7/ngD4Fe7kPXK9fILX7/+DYDbywvLepvX6XHsXNYXSof0lSWRUqbtA353kJezaVOq00xZly6ukEM6XodtQv7GUQ/aNDS/cVmXUPZ6xLnSRFcPG02Hxrbv7MeYSDliV6QGXM6kIrqy5t4gKZmlfOF6jYKqpIy1Rlmi4Molse3vHAMCCDy2B3vt0JecuV2/RtPG4znX5ZV3+RNk78cYUKepGG2hbORdbGPJSk5Obb2gthCPWC9d9W8pZDHoxPi33fi2fdA6KujXdCGvlVQybY/vYmsPUOV97wXWL18pHxXv08BWwjz0hCo/adE/cnzc3897Us5cLstEk1Q3pDWkWwukoliC1MWi9m3HmiNrIk+YjXPYKZwiEkn1XGXWKQhDBbisqJ5oEpri7eDRFTxzzrj7bDQmBWsJ60l8yk6toyE6hFOUZvvYJnEPiP+QSXcZohPj3mtED7s3IjUawOO+mhCWT9OgSyrcLutEBokK1YymTLgkXml7nc1utUROUB996p4CZj2MfF07tL9LkCsZSRkdQln7A/M2i5nLWlA5BUVcY6I11m1OQpaFt23j6O9Z6s5FVzrKmaUEFDvNY3a8GvdelF0lkZJ2BVWoh2Cpzma5uEfjfSR3DdzPKZ1XifuCgi9xDe3tICWd97CWQsxniAHZBrIfZ+43dZKf8V/Fc/d9xjOe8YxnPOMZz3jGM57xjH8yfqoJlbtPk13rvKNpoiZK9TZxZdW7d8eY1GCggajdewc6iQasZXCB3ClFKTpw+8GnGKPrhgcXpyPfKuGl5GP07SFXOiYxFvzOKVLh3nG7WWcfQPtkewxFpIuZT56OKglB0+nBEM8YROrwWxqTHO8eTwP6GI2oRuvSwGN6JDg+IH1JUFF8SK13L54BjUT6a45xOdFyGpwM1AL7PY6hhSfEMLpt8SdDGRrHacaUPA8IVUD8xjGIBA9lWDsFFvwkqno/Vzo7tmEuvHfogqcWsudlnEfBq8xppKQubNIfTkmQnPDWMBsdaAmoqJ6dOKttQsCM6NSN7/fZ2/nx4+NoaMeZWrKY8E7CdkDRxjUpEvYDk1JHwHNiyfUJlQcufu/X3VYbx27UrtiSPg4uZljvnO4YFWEbRq6W0KKkfE5Lk9fJf9xVMCqly7S/f9vYv75Tjyt7DSjbjReWnM+1slxxlZgCA6WkLmTRJ3FN8aSkvkDzqljLHN1vSbrJduoTqqSJ/eOPmM4QdgX5ltC28vERHdxmxlKWuR6tweP+xn6E58rt9sqx32k2jLoXspTZMX15ufFy+9cpSazhXs4xfGZwXl9e2bZugjoNzbuXVv2O+43mleOIad7bx+889vvkdjRLf1nE3qHQ0/Q0CdBwG3vOQc6JqwzvvJVqlTfrMKB1wR/Myd3hjVwfiJ+Ig8eeaTXRBnesKut6hcFpaIbLOQV9Iv5+7MiqXDp/6TCnLAve13a9O21rHN4nFssFF/jok2VVmdOtrQ4zcQNkQn4HOH5CQyU4SUMBou2OWwjEAPjhIWbQH9ccBt3jPhsWJxbS2vGEgMt92hc7cWLasJhHHtL2AeHLqDTamPx3ErX2dVQoIdSlI48ySll4uXShnaykRJ9qhQBHs0qWfPK08MnNjvdQsir62SZFmLleiHCck5uSC9Z26oRWV0zynJKtqXBblaVzH5saezNyPy+LJuquvL/tbD3xuV4yueZp5KvIPHdxjInf/GXCe5M71/UyBca2vfHYj3m/uZVLILEGLtEdSwGfBCbH9fP/mxv5UqZkvYhjqZFLPOdCIX80jmHanq4847+Pn6qgEjn5K9a8q/618WBflD35NcBOP4805Pgc5JMiXvzTE+IURUV3dCInYfNPajMEX0AHaUq6mo6fCZeIctKbwtDuLJYCZ58S53PMOZrRBq/L+3FNjDMIFZkSOQFrPCf+vdgZSZ3FObJ6Jv2aZHKHVOjjfiHJKCTnS8/XQE8BjIOGNU5iK6HaNU30zGnVTshbP9VjA2x0KEIZOF4Jk79BhBWlee0QynjN6lHQzXrJw9R3XAHijkubBZLTOV25ezbQFf2mwTG0oahIbMApnUWi6FAdPAtFkU7JHeelQwQnb0thx4e/4RQieMaPG/e3Nnl6VEirogN/Sy+g5byKQCa8r1nsRnuDnkuwHY3ajpM8jbAeULr3TBVlS8q9L74dQz2RemNh0RBFGYqb4WuXpjiB2Y4bLHnsWhpwFoSjJweP+wfLcuE24HJ56RDjvjY0wSeTTIi9dHJBxVEtyDAfl0pKmdwLruv1lX/51/+d6y3geh/vf2LupNvyScHqgZuR6D5SvvPt28csELQJ23GfAj5LXtB1JefuQ5VWcvqkv5hScB46pM9xLuvt3O9ToZpMTkTb4f7+d963B//r3/8XAH/+8T9xTzQbzwk+aBu8Lnda9rlPxl6QTiEbMpLS9JnJKizlTF5uuYQaoQ8+Axx7w/SYe22YjSrHADSbsuRlJs61NaycEO+RID7jx4yc9fSc28I7bay7pPAQmcJJ+1HRapPjnXNikUxrxh/Df02VyzVNIYtaG2InTD3nuHbqUA2esPWehLfu5yijKdgoUiYlYVcnu8x8ozPRg/M8vS3jt87glhrbZmwf0SS4vSRUmQVWyhk3Y+/7U6sVTwGrA8hp4Voyr0vsaZsfvD0ORmIlmsipIDq3qHjIzyawEPvZrfu97dZo0max4s1IJTMMuxyjVSfRodQq6LLi3bz8koIb/tILjp3GUT9IvcHzfX9QHxvHw7nc4jVKdlKGy3WoNjrYWexqFoos5C4G9LY9UPVZHFuL62M0utZc2PdKq3FMS85zvwPYDuNj+yCny2z6igjdauw8UV47eD1yzVu+8LqcRsDP+O/jpyqoYi7VN5+umHQWOw4q5+MS/ZKx4KxPTRxmpzY6hz5v6kkkVHvaYXYAACAASURBVFbGczyKolHcKBKd2fXT4+kUnWi183JGsSR9+jMKLGd2hUdrpXkUHLMgkp6mmZ2vITpVwhpORbBhqtfX06hlUopCYm6oQNC8xkYT71G3Y3apDGXVUw4Y7w3RfkyHdbz0nOQJSefDtGrB0crDOT2KjjGRSvRBYX/5qo4os2OFOEUzWW0q3CDxmWzmodITmTHBYiZrI1LMrOL/Pfpn47wcHtOG4Sh/WJz7MW10byGZLRJSxYx02f9aaMaXN7+rNcmpDPRsH//w4YfQLj2ZqA01pehINjQuqGkPIBg6xR6OGnL9DxPu/bp67MZxP2hbX69mtFo5+oJ/ONzdOeZkNuT9da7XMBeeU1Nv+KLzWlRZWBBq32TqdtCOhuuCde7FsVf2Y++CCEC6BB/gk2Q57uc+l5RmbTZlQtzQsN4pb1bZ942tq+MJxpevX1h/+RWA5dvv3O/fabUBveO7vdPMuF2iqNvqg/3xJxAJijiIH2xd0OGgUQ9He6G4bQVNHywlNt+UE+Z50glSdgqXqaBmVkkkll7AHXXn7f4nj/uD/+v3UPnbPzZyytgQMiKSl2Fu6UcIlLQue95I1FoZYmVJlOMTQiGVxK/LF/64xwTs/jjYbJ/SzrllIHWhm3HF7Qg2JaQ5tjD77N/FmwvF0yxmh5rbM37MEGdyixpGtfqpWeJ43ZFeBDxapahSxoRjySTN2NG49gu/bgetNbxzMEtKuJ4sXzfDNZ0NWgEpQu6Fg1tDks3mqbtRj0objWkXPgwWGU2GFGvVTkN7iLXjk+Ws7Jtx75vgcj0QO6fuJSWaN/aOmjk2R7JzXWIPe82JlHW+vrVKk4OByikS0/bUOCdOjc5XH+fZEFNKJyzllDho3I8+PfYWW3kdpG1YknLpRsDHDpKErReB+9Ewde5rF28wWI8EqW/0x4bqysuXO0seU56dlBKlF4auhtUh8hWIl23/4D7G4m5UMdaORipZkCSUXkg2c1LJlJmPGLX5lHJPeaHuOw07xTdSDAQGTwvL0bDrDb3dK5fbC//WVSP/+PidZ/z38WyZP+MZz3jGM57xjGc84xnPeMY/GT/VhKp1TDswZwg2pyBC9tOgbqLPBrR4NCIUUv/l4eE4tQ4Z5D7onirJfOYsBbcIMWrvKLUaHhHSX0+JrsF4AVElTHQHp6rzhCqnQa04OUsosQC1OrXayfURY5P8l2MI3kbvYOc+hB+DnRSd83NSF3CY0RD1/i9VnVOr5B3WNgHIjrRPCokMhZzzXLbaOOc1oYw4vpsxFRsifnTJ+oH13d0JpOToosCqC0UbbRh5ehgdjmmhesVQfJqHOtWnC1mce5jfGOqI21QN9MPxLLQBBScUIiffzRo5SZ96nZOmz/3gJCAuE/Ljek4f/9MfP+OHjMM2Ugop7u2+0WrjS9eYXRbAlENP2ePdGq1LTTWHrRmHNVrvhPpu+Ga0Ptaox8H35uxTETKgs3mutdTNwvs0uKt2DmNOleBR2DSjTbgeUzlKCjESbvVU+pTA2e/HGIM8kJSQuU9VdDFUeyfVnVb3E/qqsf8MlcDWDuqxsd1j+mSWyKUg3evksi7YsXDf3nn7CLXCRzv48vrC1lX46v4GeZ3HaK0iZeHlEryvy+UC2JRm//72FvDGly/9GBsprXOqnnWhXJSjd8H3fesQ5YkZ5u3jD/78/Q/q/ji/76POMbXQeVfDuyZlkpx+OrE1GJOoKwWjYaP7SyJrObviVrhqRWXAMR3TxqEy7zkqC0l36Cprh4fBaK3zJWOKMJRGf6o7+v//opQluN4QPkfNJqrCKSzrlSXF9aLimK1otzNILZEXpR5h1wBgriT3836vhA/RsP4QCeh9X5slrySxyT1s1qH2A0VjGcmnn+dwCcj9Gg6l0xZ0irE/sOAmU4HSWkMXZ9BxjmPnttyoQ+7bnONROcY13+AiOu/Vj3ZQbGHfYl3mJXH1K/vgR6qirmGQ3s9lOxxNmWtXt0MGV2yganbao839YUlp6PXF44/KsaQJqL2o0upB6pLk2/3OZo1rigl7zsKRffqctqa8s3O7vsy9+Ha5cLstWEcweMs0Padox2Pjvu+ncbM1LqnMPEul8O39gd465C8JbmlCRLejQXOWATyQhKfwGPU+tVLNmNuJxMk7qmVO5TMKqc1C4fX6hWf89/FTbb+f+SylG+CO5LZIjESH5HVIf55yoprOYuIxoS7xWm2Os2M8Ov1uicU7xBvcPBKcdGKakbNYMXNSltMjygICOPDL1iGHwrkRWA74XJpTX0GyYm18jigSR+KfvH/WT7NHEZnmwyPBGITRCojVWfSFfLiQltKdukGrsXv7iznwZ/BaeFmk08hXHBMLCBTjj09xBtXYkCeXTGJTHm7dGQ9IYx4S+EqldVGKUxzdPglbLCl4IWcaGibKn0ewzmcu2SdRDXpSaY7WAaUSRHxufkkV1RApkSHO8el1x3n+BFmmEf44o5idkMln/LCRstPuPSk/jKMpa99F1yRssk9PuP1wjMa4HR1m0WBxnzfews69Ne5dJnt3wzxNSG/wANsJl+173Cx2pDcXxoWvwiE79TG8ax6kcuHa1+6XX/6F6/KVvKwTgtPMwBo+ZNOronbMz5zTgu3H5GGIBJn5OIKfJF0i3SbkdSHpMrlB+/4n1RYGJ/rt7Rvb/Y4fdRZl3pxjv6OdDG2thedWL+IUqHWjjlvWLbOkMt6Cbfvgwysj2zjWxuXic88yotYZLMkkymF1mo02C1+Zbds/GXUbrbUJyVMtbG0nde8sSU6S8KeBgEJKO/lsSQua8uS8BGH14Ev3nfpzORDP8xidMI1PyNS+SDhrTtQan/thAWsf9VT1+Ju5B/1lZ37GjxYiincOzJYSosLSIV6LQC2J2kaj4hEc7b6O77vyywKbObXvJ6KKloz3nOTASM1PWHKOItyHpnlzDMd7gSVCN34dlAJY/Px7q42HN2SNn+Oe/8ApIEOsJeO2YfsQQijk9FmESiH59OsLc+CKjD3PGojPJP+wsGZJnZysHoyvwVH2Fl6am9n8naTwiMxjZWmlqlMHJ3sv7HY2S5REs2PmLJITzX02wtZlxRHeH/Fd1K0iIvzx8XcALtffeN//4PGIY17WQsogbLxeY/1/fb2xJWV/j9fMGr5iR4cZfrzfqQiXEvcK1YqQaL2L/O9//EkqK4+tC0YshWJns7xKQ1ph388GfhbhmlaO0cSnQ0L7eVo8o03n95/FOCSdlJBnDvMP46cqqPTz7UQD4/r59hKmrGNOEWSkUZjQE5PmMhMN9Si4BkFTLJGVT/yFWH5j8nLYEJjohQORkE8VP0BU5sXZPJKZ6b+EkJL094jXbDi1yXwPFYF0FgNm8hchBBfhgQ/7hOBxySA9xfOTfFKWMoNqlOkAnkAF9cY2C4EWE6hPheTnaY+6dNz0OaLKWWdiYv31l75Bukp4XA0cr4Qyz6hGriIcXhnlUDNnaw3HWZdPl6yevKTw5+Gc/uFk0VkUD7HGea6tqxn2isnVyHaqBjbCD2xOyST0jPZBtBshZxKjEtfUECGoZpCg2nMT+lnimq78n9/6VMXhaI209URBlEMy1jkQ7/sGVhm+ikUSV7mwaOLeJzPve+Wjm/NC7CHJZTYjGpVkPov4mIKc6xkJ9azBoWoOiWPOnL0K5ab88jXMar9++YVyeeFSXmbxn13wvbF185rEQS755FUkR0rBuiKeeKUdlcceCnxtb9HZ7mvTcTRnSjfEfb/fub/fw9QEqNs79dhIqZB6pzQnUKvk7gFV1bguX3h9+bf+QRvVHhw9gdkfG8vtMlVdm+60urP36ZLmMDBNvQi0Q6nNJq9SS4FWObY4psf2znFUBD195hCSCt76F9gOED15qe4IGdVh7JtI2hh9bJVG0oRN89CdRW5TidAUqp2+M963sAVl7QqJRRPiPjksVg9SKZPnmwDMZnPq5HE+40eMaBjGd/iyAdfM0o2jf//4hu3O9dY96ZYrdXfSMqaTxn44UpniTGUVNOlsbog7mztloE/EaCgjFaw0aEof1CCuoeQ3zTcjx5hefAZZndzHR4tk7iQO8ck1bhYX9mxA5h0ls/SbbbkomjM6vPmqAcqtr91v9c4ujWWoGeYVN6awgnrC7cDmOmqoJG5FuJRrf05w17WvjyZw2DEbWfU4sNZonTu0aaCdpuect45eiue/+QM7GqtGsdMujpvy1smOx0fD/YrnKI53nOyOaGIpIaQjmtkf72xb30fXV2yrk3N9yQtS1jlVy5JAjC36WJRSIi/rOU1tLRSfewMnp0wTqP28Zc8gzkd9TF+pRUPIREr3DEwJr3Yq1aaEezu568/4h/HkUD3jGc94xjOe8YxnPOMZz3jGPxk/1YQKPeUfa+sdxP5z2DGc41AlJhZD78a7WJtxqqzQp1EDDmefx1FE52X3wKQC3eMpVJcgVHq8+YShINF8GE1E64Jgp+9A/I2LTLnu5Ancpv9KkKDOdk/M086OdVEN2fQxiTlA1fD+TSdJZNFPfiqCp0RKJ/QxAHM+5TibNYrm6F71z1lVZrdGJQM2eRtqjqPzM5S8gNqciok43v462XM38miCpRSy6AzYQQixqsIxkEhiJJE5yTNxzPwEv4hwOFOqvQROaXbu3OJ4Sv+MJYVz+7weTKPzP+Cc0rkjOLl/gVkl+GhDLj41XM8Ot9WA54yJ5nNO9eOH7zJhpvsW18P90bucu7NdD27SFbKakQ/h2rt/F03gzmN78L1fyB+tsbvP6ywp4CeEC1GyylyfScElfdq3DDPBZIDAFGwhd/W7JSsvL1dut+iKNjt4//iDkmwqVvH6ivuBvnUexbpwzem8bs2Qx2PCzMwOrDlb953a798RzZQOZSMJ7npyi5Ih7WBsQstyxdywVliXsSesiJ82B4lGLnC5dshMfuGwG1sJhbxqobq59PeUfKG2bZ6X/fHOdrlQeod6KdBK7JcA2+NBShnpKoPH9o7tHyCNPLwMXWDh5JZtGZOGD3VDAVFj+Os4Ae87zRcuAYXuj1erLMj0FMsGqbUJATeP+80iwks/99acuzsy4E0p4IBTwt6M4dsXx/Dskf7I0ewTVP6186T6z9d0wdewaoDIL2w/OPpUJa/w7dFID0MHkkMaRzO04201rVwkIXmo+hmLO+3zxLudfCXDSH5iUtwkkCf9HpfUuCwnBeFDDCdzZZsTpNokFsuA8B2GXZTWp2bJKvcPofVjbLWx5Iz3dbImSCakvn98f9+xu2G32EN/uSWyG3XwLXHWpFwuyqUTiCQ39v3g6LyrapW9wcc2OE7O4mVOYo66kSWfiJbWSCkhaeRqAcekQ5T9IUiqE969te+8vt7wPk161J01Zy6XF8rS+jE4fjS8G/HUbaMURTpHznGyKd45Vk0Wcq4sazz/5ZcLH+8PPA0Z/QPhIJXYExXhvj/wDlPM6ys5Z9TrhCGvZYHsWP+u7m4021nGPcyUY9v5du/qh6eV1TP+i/ipCqoQYxg8nZNfAMNk9bzVQRRVbcLUvItqnxK1rmDq8En+czdDdADeHP2EL01JSJIwhrRv6j5R/RhqRTzNQkU0CrCRPDWLsXT7hBdOGkXhsJmqGmNdZqKv5HrMnxdRTJ2tj3mTauc8dMiIh4/SgPUvKpDyLG5q55lVYfqlePfwkjagK4CfOP/wwPIJ8aMb/8qQSc3dBLkvxpwVbyHYAeHLk/F53jbrgCUZhPKEpNbNSqeSBaJ+FlQWUvinJ5RSROYFrhKwmdPuxyf8M85TQkyRgXXwuCKGfLHT5e6NyZnTlHGxgPYBXitCnt9nKkJZE6VLNbcn/viHj+/7jndc/MfDwGDv8r9rVupm+DoShTClHBoVhwsf9Z0/P9rkTT62yqPaed1aiByMwkI1Y59MsVHpROLR3Ihr3TvPRzhwU9I1oHNfXi5cry8Thvr2/g2a85Ey9/coTq77xi9fvnJdb/01E6qZPCXGjbpv6PA/MWNrbQpINKtkXeb1LfvBAWx9fa3rv5Dkzt4hgtFAOth3J43Cb/0X6v7Bdv8jnrPcWNfLfM9cLmR1rt2LprqgZDT1RLEJsvvkde1749Lq3JtzStHokZFYOhwB6x0nMqeML0z4JB7wIxtdunLgG7Tht5VCMn96HfoRsvWjgZZ8cjkBsgRvbenn9Xpd+fZxsNc4L1YL67pw1YXFRjLa4rjnfczZW2WzIXOcwBN1VFRPaM4PHYefPkRFMtujce8Yr7U4JaeA6QNgLFnn/eewhUs6eKiTu1x3kSvXC7y9nTQESp4NnOZOkYCSQkC8VG0m2CJOSp+82HIU7wNyWrVy0cI+SAB2kJIG529cs26oB+w2DsI43o7ZWP6oRpaNNvKoJTjjqe9ZpWRKUbxDhotmtmND32Mtr/mFy5pJwxS8GiUpL5dXVKO4eNidx9HYOp9oN2d/VIoMaGSiupKm9QNU9ymkkySTJSTd43ELuHLnXLs2at2ntLuUlUUbeon96jUtlCR8vRbWXsw+9kpeCtfS4ZbbQcp67vXJcKudJxfF67Eba4592vZvuCVaL7gWXdkaaP8uzVNvII9MrXLRhbwqdUDExbHj9AgNqf6zYfPH+zd+//vbtLBJ5acqGf4/j5/q7NR24nZFOxS1r+GWZIomjDCYSbt01oEj1NFx9OhMjEQ/S5CbBhcIr1FUTSmqUJabniDdLneUTK5BKB9qdtq5EFPQq3kYg2aZUyv3FsadjC5mIPLnlCsYC3PzUotkrMOPKWtCEI7t5Ex97mJKf+qZ0IUyYvE8F6pmBW1zMlMR3E+D2+qtb7CdAOrSfb5GJ6ZhJqjleZ7wc1MuMorLsSmH34t1ZY2jF7GGBY6YeCvR8zwtqkHYHDjsZlPgo59aDoTPJpqDFwWwNboZ9LiRhMfDeD1rcaadvxbAms4Cq7ZOfB8JWIZ6nIWj8dfr7xk/Xrx/7MjRC+rt4L1tpGF2aIXMQu4dx9SMv7cd277H36fCQeJjY3ZjQ/ykIWOqLdK5NLNlHFddf4tVw2tmTEV34qIbrYNkqRtaRvLx8eGYN9Y+jVqKgyVKXmnW+UjHnXVZWfvNHy6Idu4FwdtqWWeR11pju7/x/hEF2ZqEZb2yXrr4Rj2w4yD1brDJQSqQhzJpu8Cacd+wXhjEGlppXWYzrysv6wtr32vzkliWL5Nv1LxidWc/RtG3gwopRyG5LA3B2XsyaiVjx8mpUs2sKxxHnJfr9RfQTLPG0SdSj8eDah9z32op4WmfnffgT+rJka1hqtk65yVppXlmEJyyFjQL2gUmxLUjImKK5ji1NapX3vteu9dIsqcKrcf+7rNBdgrtAJ/4X8/4ESM8yAaXqNGksj266ABX0s3nOqSFUu1QEV0yYaadK6VPNEsOhbuxf8hh1LZPBItm8EVmHkQTUkpcRjMF+2RUHhwsVZ+GseLai6+z0ekee9aYktMqhziljIl3grRTt36N33fytbCsfXKbLmRlctcXTSS1WXDlsvLRNu79M9xbjYlKPw/u0UB+HHeyjBwkBISmgNhWo3msI7dzVGU2y/HgJsnoZHcP0vHdLEnJObF1uEKRRCqZ2yX2n0bDpZGX83tY1HldC3s3A65152EN7dMgYcVMKXnksAtJ29zbP94fiLdZcNdWeeyNtPbvJzm1trlHakqo72g/7zlLmD+veQrn1M7hHwW0H8Kff3zQiL1934yPu6FlDAGeE/B/FM+z84xnPOMZz3jGM57xjGc84xn/ZPxUEyoRGGDgo8KmzEnNojHVGTOC4RYypiLG+eBahsxtcCRmNyc1NC8Tsld3o6qRRxOjCdXr7BgKRnKZcDvRUJ2bfCgVzE+IoTghy504OyV7pppN3wiV8HQaHeokgOgpyd0CsteG10klwHR2yo2761QBE2+4yKyscwrukzo8eqd2yWtXfRnTnXB1mpLDLfVpUJ2fy2Fyx9Sj8zvVEvv7jy5XkoASDP8WPZw9vsw4z61xpSCEMg9EJ6CITIHhtDiYTthR80rrUEII3ok1P2GEoiTVyW/ADtx1qmVFZ9yhQwSa0b22ZNrMUEP9cCiNuSZMFTsGrtpwabR53p4Tqh89mrWJ4V0KHGR+6ZOZ66VQ3Nj7Nfjt2PHjgD7hMKm4B9Rj8HDKkv8yYVBJ4dk2FKvoaqFd9W0pCykl0j6u28qBz+lnlQbVkL3zLDL4x4FbcKhKvmDARuPl0qXbS8LdqfvYAAO3P6mfWijlSt1DmdBNOI47R4f83S5fyTmdsumm2NGodfjIbIgJ2qdHrhaQ4SyhpEpXJTNl73+jupDLK5dreH6V9cay6FTUO47E0ZykMYFqYqR0eq4oC7XtfPsex5A18Xq54f31mfDvvjZVT/nzLgGtObOU0+/mXo+ASrXuleUB9hsS9s0StTrD08ePmCj1IRqtNMQSRzeROlrAAQeXRBMoiloi95FC05CproOPpgFDnEMyN9onJdm/gtqf8cOF68wXjhpqlbfb4DvBvvsneH/CNJFtTHYcscReDfbuM0TjcdQJUxVSl0WPt4t8os37aEnB0dZPU46jMicYioCcysSY9qn64BGe//V5TY48pf/cjCY64fT5snLNC6VPg9oh1NTm/VJT5A9DvS72lZOKsVXjvjfWPlVLOWFiNFmmGuG2VY7Hzt4n4s0NzYrmwYnqti461A4PwEmfjd1cOu0g8rN2nJwsHC7XK1xGzmOsep0IF1HlbdsoZefWYctpLVy2wu9v3wC4lBuJzK10DlXnwg9F2H07eLleyH0PfLksWDNkOa+PbduRrlx4Tco1Lyy5qwRqQiXTWlAVINBStflELVURPlqbqJqkwUVLQxa/PGcw/yh+roIKTjEH7XLe/bEqEuTqT5wYYN7QzaO4UJUpXGDqZITSN5vaKmqVjeEZUylVOEaxk5ScdeJNhQ7NGxtLN8gdGPtag9OkI8nPiZwVlE+FQUBXliGDLILbeQNN4kEwbecI18WnJPnuHqbGvcB6eJjjTkGJfky1n4/Ugtbt4qQhpVpbbJqTjG3haTCwvVmoB9h0xbV+hoc4hyNyQobMAic+kL2HRlE5ZdkdtJ5chCRw4CQ/PzeSwISjb+THx4BsjmtBIwEbG2K86MSfO071OpEOSSVuSIMv13U/hhiArCX8erydAgCutCPPay6rBshzegI1WmPCJ4YX2DN+3HgYs4HySynccuLS4Xp1y7zbxkdnIh9WSSJ49x9oYhQ11HQ2F9xDqnvsAWHJ6adsLYFbXwZk77ogODYgwLtSa4OO1nNJJD894eI/OmEiyZWLLvx6/YV87SaUuoc09yA/143tnmjd3FPLTpIV6+t/3++0Wrn0G3lZLgEL7LLqOLi1CW1uh5NEp0S65vCMsZImxLZZCx+nASWSgns992kqovlM2NxIWXHv8MqUeOxtwoRdM7koe09GHGFrlWWYLFfYjjfakG5OibtV2uMdTVF0raXw+vVXju7zkrfv6MfG3onmBIVuoPEwCxuLQZqTJBwmw5OXw8J857HHL/ZjB5eZEJcl4aKRnA4Dc4mtfNpi4Ox2cu6GmfC01XiCTn7oaLWS+n31y3Xh47GxDN6OwP394NohXsslUzWxdV88M0dJHF4pGjBSUcEMcr/OLRKdyR1KGnuOdUWHj1YRdUo310tJaM3P60vptIUOWfYchKee87hpQASr0rTzj5KyivMY0uolQSvk3gy5LCW4kB0qu2+VlOHl1qW8y4JXn1SLww9eUkZ6ztN241t78Ou1f6aSqdXY/nyfvpVbF76ajeWl9Gb7KBQLzY8prCUSfqHeOZqHHWSD0rlHhypglMGZWhaERuqdMGuACrkXIBnlbdv5nj645q9xHqRgeeN1iPlUZ1FlydH82rY7x77Nz3B7eaGkzNJf86suJAzrzbbHh9PqndqLoUsOM+NhZ4EbjZ3jsU3e59u98ngYa9/Lt+xUO+YusreDWhu5Dxm8PXOYfxQ/VUGlnzhTobjHJF+qx89Tga0rto0uSJLoUCbR8zmzb9Nv8hoV/bi5XfNCrccsBEzCZDHr4BoI5jKV5ES7El0b3aLgGg2ugqRQmWvtVPFT6UXUSLAkOlE2zIA7jvpTJUEq6Sw8zFEN/GycGO3eSv0zSsJpJ4/LwyRYRD8Rqxzw2Z1xiU15FFwiCskm96zZKG1GUhB45FEkenPWxJyS9V/On0MMYlIz4zvoP08PsO7wfqrw9M8zJnsEcXQKSGgNHsfIPLv53/Qelq4IOTwdPJ47C6zU+S6fnMhFg981COFuQuKYePWUMiQmnv38kp7xo4btG9aviZwKkHnra/HNNjxVWhuCEYpnnYaVyxIqf8mct3HdeqhppslHjDbE3JdQliVz6QnOmhPulfc+Bd2lUlOdI60kQiqXyetKSbi+3Pgfv/0PAP729QvLdUEvmcsyPKAymhe0F/5uweUZgg1qgko9i592J5WF25geLbcwEO2X92F3zE+jYDxI7qnvc2u5ka6vsYZ7EXfYjh2NY/jCtEcvJMZ6DzZq64+3YwNVyjKMfwWzysODF5Yl4Z5IOtSqGvf3b7z3Yqj6QdYyu7dNFnJ6w8rpE5NKoeSVkoZ6YcJbxTpvotU61WMBPGzSJ9eDKrjUfp3EPlaSsg6eV9lRFbZ+F15Kppmym7AdXcAjreytchnbtySqbYyNy/Dpldf/gmf8uOHGvL7WJVOTcfRGRcolGhfeURrrDd8qnvpEa6u4GYteyMPcte6hmDfRJE5KNgsmJWG1sQ3RAUK51utAhyheT24xOWHiHL1JVEphMbB83q3r4ZDP5udokug0KxekOmMgfinCfjRab9g89p0v1y9T/bLuG5VG7nvcqgu0ME4HeD+2OFcvsTc8NmOzHa9OG6pVWShZWTqvy6QLTo3+aXOa6VQ/LAvs+zFzPVFFJVEH8scrOSs5ReFqtpPKwmPrPniiSHJWHY3uxsvthZRs+lKqCGYZ6Xv1Xg/2Q/nz2+/xXXlwsW6XSEH+rwAAIABJREFUOOZ1LSy6TARVOgT5oux9fL3vRxTkJfaXR92ocvC1F6KP/UBTZd/g0ZX/7u/hWXjvjeckwu115du3uObu9wbWWNLYb07D92f853i2s57xjGc84xnPeMYznvGMZzzjn4yfakIlohMq09RAPk0wTEhyQgINcD9FrrMKqoFAT33EUHqfZ+tVuZiH/Hd/P3OQZe0+DTGdUvM5ghUa3gybXKLgU81ejiqi8onHFZMm5bPojnclvwgFip8+VbsK+gkCqCrkJDyG07mGx8SAz+1HdGt1eKFkwGxOYnKOKV11kDbc1eO4BxRBCMjJPrwt+vRownPEQ61oaLOLhE/UOHPeQiJ+wHfEUJXJ2Yj3EMqAEXCekNH8VQk1wsEZ0CVT3Sakz8yw3VD2fq5bx0yP6WAoZXW1aY6O8Z6KXf0Y5NNBCY6ITRlTNEMTdPhzdQVG6ZAfVaVoOmWWecaPHsrJFfr3fee93fFxPWSNafHA/ktg6cfaDfpfXCPLkC3u5gJT1c8ct0DRQHQlL+tK6e+x14OjNmyoTeUb2o7JZ0QzqkLq3le3NfEvv7zyb//bbwD89vVvrMuFxkGavMwLOZ3eVYjick53/1/23m05diRZ0/vcIwLI5FpVtbVn25je/8l0oTFppOnd3bVIZgIR4a4LjwiwZtraZH23ytLNqrtYJJNIJODww39wMt1kbX/L9is5OWVA+Nwf1J7RsSnp1nHrSw8zidM83juEncDt/p2UEjYmpb036tZp21AGbLcBuR1bcBJmX6DQvSKeF4xQNKEpo22gASRhveODr/R5fvDZnksWeS//hm+Jz8EDa+eJmZLlvvgF1hsNyGOj9O3+DbPHZX9wPKE2fBLeenjbZb8eq4krN7s7rTX6hBV54542blxqpq5gvaIyPgsXkEzOc9sff0PmNpFQtl1PpdeC6qeOWs/LWy314FP7VLJ0ujfexlb2+Tio52UNoOmGW2VD8bFdbt7IZUfapBV0cmap1zWLZ6WsGiTqlIm6iLwiy0IlLWTPOOA0lfImLWLUSGLk6a858kZa+cGpbotaoSiCr5/ft0xWoWnkgtQzUpR2DkhyVyqQ+lQNFJpAHe/xsz5BDbO0jnNzSA42ns3dQ05cJ2JFg+4xX7PRoubxiUZQSrqQPllDBl0XosXBL95X/FynjWdFkcXC4Jxmmkl5nic2tlpo5mGd45wKsMYvt2/89vZ9nGwniyzkgFcj543PscF8fD5R17UR75x4N97Poebae9A3mlPPqX4o8MVzcIsvOcZWy/YNwRbkb9JkX/GP40/VUKld+GMkxVr3yxXg0lfjsGnQDmRBxcKE1azhY9V80ijANm787hVVoX+BWCSDfTYjKpgKh01Ph5ASb7PxYPCfxuulFMVPHQ956y1IyZoWybxLEI+XuIInqil5VFxvRWhnW1K+ncA7z+Sk6uCsInAvibPaFzlwZxMWgTQaxk7atlUYRq5wqkxBCB3QyDgH1Tr2RVA8cTWPM742kiqCORfxEYOULwhgn9Lzvt7TZGTN8xICERco8+xHNEF+JYanXA+WbqFKMqELWWTABkeDZc5X36ki0UAtnxoLMq7rdS7BUDopTbe7HVPB2pUQuzvSB+zolYx++nielfc6feYCBpIH5GIfMrvzOp9DBh/5oU/pffV173SXkCL+0sg3u5r2VDZuuVBHDjnbk9qDTwSwaSZL5phS7j2hbuiox7e3N77923/h13//DwB+/eU74p3effELJSVykWVoK2rB4xnFhKcTLC/53rwp7Xjw9JDW9Z5Q2kVYFqV1Y98COucS9+s0A1Uvw7+vkMrENmeQvopDz1vwNEajaNbRrvMlMDekVdIWPDDJmWw39ik/Xxu9H5wDOvfj4wfn84OZU9ru5GOj2zyvjW4NdV8y6WIhHX9/+zXOZXojp7clfGEmKHUZb3oTThppcEFMHMWXr4xjWGfl6i0LeF2WGGpxHTjKVOKvVpGU2KfwjTUOcVSnrHUnY8u30F5J5qeOXBRGw30eQq11SXs3E8pto9wDZvb4PDmbI9vgGgmYF5pVbPC8b1shkWmD9yu54C7YrHvQsBsYP9+aocM6BWL8o6pfrGEsRHJmlrMe9IoBrTUbdOWvkP4xFJ5Fe8AW24KqNgvfzTkM30sK+PDkI4kgbrRRV9kBdRNKnuINhc0K7/U5/pxye0uIw2Q6lBS06yk6IT3EfqbFjSPj3plNoJJKWtYuAc0WtsE1ku6cx7FgzCJRoc3zlEsZ+WvAMVVQEXauZjWnaGTKNjib20btjd6mx1wLDy69LHMcW5QRRn1yHNFQ/Tg/IMk6Ju8h7T7NzlMKPR1Vp2yjMZSAOcqQVq/dsR7y6gBvmmmtcwzOXBteYK/4x/GnaqhqT7R5Q+C49OumRdjdLtKzQW+XMWxFEOt/aJZw4/ySCJIkUL+UlFxJKmuSexLcg1mINI8igPmQ752sso7BxAe2eWKN81ABvFR0fHgtTXkN6T1U9MZq5ThCTWfeyIUwzSVPMrdiomvi7QaajLTNYwpe12L5uAd2t1Z0uuCqLzNfIDhEiTUVFZRiwsqfGljcqQxEi8+hzO8zVWlmc6Q0uAztShSZ89cTg58x+GQQibtjCxvuBPdjvkQTHVy2eT30eHj08U6Tk/TaUJlpFH6TDK7j7/nFudNJrJ/nwecjY0yLU7xPGYk+zVO2kvYrfvb4tMTcNfbeg9w7HmCJyCdpJhUXxK97Fw3BAXPW5JLF2xsDDpscxfkgD9T6RK5XF5pH8wbQ6MFPGt8XPPLOaOrt2KCe5HkvuyBpJ+nt2u6mKCBWAWQpBiBzwlyNZp9wzntJwSpHG5NVT6gqeeS5lJSyfWMsl1CEfhp9iHV4r/R6YGZrU540o1lIgw/SuoOAzkeUDF+8oRwoHvf/MRQi1BPSFR/NbesHrZ0c8zzUSj0b5pdwxq18p05PmG6YV8jpmu6fzzCyfI4pdnF6q8go7LL3aPim2pgAXF+L6h+8EF1jQyWD//Yf5Y3n+Vxr9yNnns9PJG9rw3icB0nLUhJ9nMZhnTyGW+7hMTTHVYsL+4qfMrbyxjHMqf/H+w96h7d73AMFY9sLaXKNPfwW79OMVgqND27p2xKZ2IvwWd/nJcle7tRn5xgXSi4hGJPbNfRJBXwU1NJC2GIWSs0CxaJrWBo5bRX5psHjzEpr13OyA2nkPBsqK9PiqfaOocs/KYmA9CX+c0hHmyBp8J82I5sv8S9Nzrsd5Me4j/qTzA3Puuo7GY0e8zjbqGlWfnH40uSlJOyaF1LoPE/wvAauDUdTWk2g23CpnNzXwbef2+ucgwdfkbU1z6oUSdzfokHOydm6YlNEglB8PoaqjeaEWWyY4tvCj+PJj8fIiYRqoY16o9ZG3RSfIhVi1NbDe3TCZVLkEJsGxUx0zqV0/TyNx8dUcJ7D41f8o3ihkF7xile84hWveMUrXvGKV7ziX4w/1YYqtiYX1yYlWV+bgYmuiYN1pw4sL4SnUVYFEdJ09O6C90sWd9IjJrQNc5p0ngM+V3CSpks124UutjxlsI7ZJWGMx3R5bqyKxnbJ3AdccCBh7ILHIeCtXnAcQk1mQtk0JXLJl2yyGdXqUjfMaUPTNTU3EUjrHSEeK31zCx4acU4FWYpZMCa688yIh3/WhAiaY3b5uuQtB89smacEN+kca+TaGknSHyBxa3BPKBFakljRj//mbgFdGFNx9YDWzEmcDD6cj42TecAcp6qYEzCkNdlPMYlL4wVU4gxNaKUPRb+zXVMsEaFsF6560kS0z4MELQvpdHmFveKnjdNDsQli8xK2AwPWIc7m6YK25cgF87JXN9Qz1fu6tpNbcADmH/CxEZ+b9dZ4PD/XxFBcEIc6L7F+Yr0xU3lWR7aEjCnnacaPzwf/+fe/A3D0g63s3MuNPKTYxRPSAl8PASsTcXzCY6xT/USmVLIqYhmfXCAtw0JhQI/0Hkqj8352IFXMp4IfeC1s02aAyDHd2jqX7oaKkocKn6SEn1/kwVNAEOvgB9RnC87U3C7VxrN9crSY9pt3zIVuAybkt6GaNu7v9GDTb3wvv1J7/M6ndc765PP9/45zeX9D0oZP+FRSpEMbnIgN5ZZvi2MlDqpp5awihbo5x+eAhBPwqg9iwvxB4jDh+xdOgx8bu+qCqh/9oJmT00QHBCx88XpfXnc/daQC93Ef1RQbzcldVAJ40sa2uR1PVAQdkD/3k7ftN368fywYmbkgYkiZcHzl7HXB0p2CZsX2L8+wsi1ecL5vxOJ2bnI6NlAtEDWWaKb53PSe3PY73RI+qQ8mlD3RRk7L7jxOW1svzZkiGgggogZJyvp5O07S8FwC6CnRzwfbbeQG7ySBj+fY1DSnlkYhr03bAWye14ZKGPfK5IkzPEfnRkuULEJ7DssESWguywrCzUF11WnWKuLKplNevFNSXvYY9RBUlGZ1wZofRws7m23yvocH6UTmeA4u6FQF7J2jnZzn5IEl/vLjwY/HyNua2PfgigG0osOuJr5+nEbtIK0uuHdOmWZ9yeCrB4x9SrYajc/jWKrSb/fh4/eKfxh/qoZKE5csOtCrLv+lkhzvl0iFDCifTiNgF8hQdujnlPKN5ef0bJBNwxbvC9+o9UsOvJmT5PK6SuhAnM1kVgYheax8SXj6YyNRsmKeOMeNbmdDEPLEzLtRxdZNVxDc04LbuURxto/33aNfWlA51KOhmUWeKnSWkV/KiaROPZ0jzcYyeGJtGu9ZiDdM0zuVhIozvQ1MApu8oH0ecMBVYHE1JOsY5IIM+vgfWZ1ox00wEpYuDlURgXEM1usgf8/vh1fP1ZQJOQGjQLPxo6vmk/isl+q6hZDGNPoVHY10v2CFaDywVuL3+J90oQqwesEGX4zOnz9UnTJFZ6Ti3hanznvAa/2L54vTmf4q7hpFPb6ED1SCBzjvFcEQBRswnsdnJeW0fKhUHJdC6tNQ0sLocT4AE4g70qaHlHEc7/z997/Ez8uv8Msw0h4vIV2iSfza8H9pqLyd9P4kSUBTSCe0tsyGpTjd0+JltP5BSU5KwW9KJZGT0vuExsZ5VFXShMeKgDl9vEZOQ8J43ICaYNtuyCwEcBDnc0AAe433KUuco2CeB/l82GR053aLguB+3zGcdgyvHHd0K/QEtwG3y/tvfDx2ugUP6/3xRNNjGZJLD16ELghoA66cYU3CLFyu4Vftlb8f0bD9jiC98hzeNnnf2bZC2Tb6MxrFrsaeMn0UpydhVzEhO0nAGvEMYIoIvOKnjW4LSl9SIrkis6DOGRelTUGB05ByeUBt20492x8oAE0T7TDsjMbAc9gR5AGfIwVEbApfiIdti06z6Q5nvRqygPf1xbEJGN5lFbJvJZ6z1haETySGQBPyf3w+sJTXsPtuyrZfhtcyuM8TgiwFim60Ae91O2lSuKc50FX6s2H1EpzqrmxbWh6i5o1mJ62OgalG6TAHsG6GGmT7wneExX/VpLj54iPhjvSLliAoRcuavoeX3BceuBu1Nc7jE5mNI85eCrf8S3zeewrz3VWVCHTjOeuqJpwVfgzvh7M6789jDdf2tIP4sK2JBs2+8LgYA57gpX6xg1FBRw4S+6OAWLNG6welDNjpdg3VX/G/xp+roVLD1pQVtnxNQONZ11ZDlUXYUlrGazK4oPXp+OAf7VmCODgVT4Yh7ez4GxKvI1OlyfHWl9CBkofa3bh4i7Jr5jYJxhp4eK9t/X7LGc1p+UgkLZj19aBUMm8prUlk7YPLM4s47/R6ri2KEQPzObWw1GntUsihJLL62sL1HuINSZx9FGligXmeijfu/Q/KeyZ1nNfBJdHglh3Tt6aFgt8SysDx7ktAouQyJuKM149/JM0kHrwG41jYcBEZXeBlHuh2NS/uQlajzl6G8KGYn6X7aIanWbH7EpGAUBPzMaWCmPzr+DvzuEnRRNWZ0Uajqus1xlZzNnm84mePmwp9qE+JZMzKIhkLHqqd4zp3M8w6MhTbzJVGFDxzmytfUOswHvDeL/8lVxynnvNvCpJ98bbUGyodTXOw0GkEJ3D+TdV9DT+yZ7Z0I6W8hiy9HrRelwBLTjtpy1gfprg9pq8M3k47PzmbUJYaqgGZ7vHzkoSuN7a30Sx1Rcu2Hsq0MxRZNbOPAUdKiZTymgCnpKSUacv4t6JyiVSgOSap9yFs0zPmz6Vm9sRwO+ljg/V8drrbUjvtHbo9eTyHMVXvSK08efLrFgXOfr/z7S0tTtzf/vpJrz9ofW6xw1tnqfbtRjr6UHMkOBfKyuXI4IKOz/bTgvNl5/T4efJt+8Y3S/x1NIq3oryljef035qDoUWJi2Q5+aezQHzFzxldnSSDP/fxTslloU+W4uUcEuYUfKXxu1kSp53kLbEPFcjPj4Pj+cl2m2qYoaI3vfROazzOxr7NZzF4gzqL8jwvtbl1jVwzm6XaGzqEK+IY03joySrkn8dJ/ez4Fx7nftu/KAs2jueFshFxSkns+xR3SUhT+niYl71wQxdSQHC62BLVKVtwMb01bDQAxzOaotVcrPN2DcPDI3TyRA00BsxXGGURIoVqlSrRqG4lYSmte3v6jfo4ps/HA68G7XJy+vZ9wzTx+Yz/8l2FLW1/qN1OszWwfdbO7z8+eAzOVK3BR5NxjGdtfKGyx3NJ/OLfa4zuvOfF7Zo+ehfvF0z6UibdSua3+53xNvli8/mKfxCv9PuKV7ziFa94xSte8YpXvOIV/2L8qTZUvadLcUsdVRbPxwLpFn4BQG3BaZjjnVt2TIRSnL6IOE7rtvwTQmXu8mcpaqGoN6KoYzmx+Rc8MiyJURFD1WkTV9uM2rg2HuJYN1JnES8C4nMpcIn4mO6OF9eAIM6vTRWtTv2C/FCFKUcT3CNjDFnZLJTJJk630jGBnUwe/bZpD67IlxdUM6zN9fjgHE0lQZfAO49pc3MhWVq8Lk8KGfZ1HlPwk6bvlBsqvqY9Kk5PQievc2XW6d0oY2pXvQ0c9oRGOq06ZeqmSmwO5qQ3CHfG3NGrKaiy6E/idL+mzZYTWWM6vIS0bPwzT8xQcJuQr3tRntYvuOVL0vinj/tNeLYBezBHxaYSL6iQZeQVgrOJJGRyhwjenxJ+VjAQuPHT40X8D9BQH/zEuZkRS6j3db+Kl4BtzJ/P8eoLdpyg20Hvw+/JTrpVjuNY01i8oSmThx74VnZQX4p5rhvCUN4DWnN6b8jkErUGbMt3rp+VSuWc0+D7b9z18q7RJAG5kRx4HgBRSs7kqQyYQjlw+kb1rnje2PaAEbrHNm4iEvpuvNmvHP4jvv/8Ad6Xz4zb79Ra+THOUxNnL8q8/x/tgZgiRZFBE7hvG3DnnkP+3c6/8PnxzmNBk4yerm1gthIb64X7CZ7dzKNKcHV/W7rrlU9ztl/jvN3uhV/3G+dZqWP6/tvgs5yTF0Gk8mNO0l1x6gUSeqWYnzoKhWpj67Ft7Pc3jsdUsgRMKANVs8uOnJUy0Sm9oUm43zYm7tx+75Qd9gEZ7rXh2a5VZlP2tHPbAs77+XhiqZOmsGVKJM9Lza4eNbjePu1IKlru5JHjvEN1B8lL5beaUOu1Wfv2rZC3tL7/+PHJ92+/so1n9+fjA0mZVqeHZOJoz1UDJW+hyGsTSht89S1PqK5yNsOPjvxv8b4/P072YpTbUCKVNGxsJoTFMJMlApjFyOiy4em9o+LsY8uunuAwHtNTioQOuDbAaZVHPXmbtg4mHNV5fHbSOBEld3qZ0EAGTPpaMTXrHLXx+TmtHTpHPS7eZxzJ4tQlESSzIMmqiqhdyJhhXSOa1qJfJFAPUx3bdCpMj98y4dvtRtf4LA55qfz9s/hTNVStd5JeRT7I8hFABe9CmhCvAc+xAdewHv8eXkTjASkJF8cHrMwkhBcmXrjVMLDTNOF5KeB901SXyRO6eAGaLjlxbx5mwQMyJilgbq37wui5O6lfkA7UqIMHBaAqIRk8zoF6eEfMJCsaHK3pfaLApumCFCm0XteuUlyxFjC+o81Sb6z0R8GUPMqQJavsHsIbch2zqKxmJtvgjsyN/zASrKPYeR4PXHV5qKiHVLzN/bJfnKe5ge+uNBcmiqCMnz2n7KkL0JkKo4aT7SuHrgUpfDaNWTH1RXydn43+TxLYOs5HHIPTzL9qbQyRgsHLs5DQnud+CYu84qeNnAmLAIIEHPYF0wbAQC/hlOzQSdfnPswsdZiIM35TLsFyxDMiuuT70T7k+i+TbWfNgVDxYaQ9igl1kvkaZtTaInfMgUoSej/pvaJEsVFy5vb2HR3coYQHtHCCYuSg1kobnk6thZmtTe+S0+nnE5+Ng3aaCHbYev2U3pZBbhrmw24nzSd3rLCnjA5TU3cbBuTjfWoBdMGCem80+vLrEgmPro8jWqajNqplGgH5C4njk+MM7yzzA7/dySOnFU2IGTyf+C8DRpg39vIrbZDGn6fxaL9jj/dxHoZf2GyApSElX3476mS5itf47Jxffw1I4cfvfyVnX7nrl7Jzl8RfPv+yYD5lENk/bTbEBf2Sp0K23b8M7XjFTxzpiy1LuX9Dy8ZjUgJ6DPTK8ELabeejV96GcJLKEHbpTm0ThlxJ6b6uQaPS23ZZGmgDhD6luXco/eLJeHZ2hD4a/Ldtw9wZCDB2Cs/6SZn1RE4kUcQ7PviRTZ+4yYI+py2Tc+LH79Eobtudb9tGH5Di/g6bC23kn48fD273nW08/Lt0lKspcCqtdXRwVQuK7gmzYbROwJDDz2u8cQPtQh35px5w+sH3YeBnKM0aOj0km9BwbJya6o3vb4Xn+8WPNmNJ2psL6rq+LgiHKEc/Fwe3d6H5ufhpH+bc7Bvn8NN6tMrvH49oUBlNnBbarB/VUe0LxhypTPApMCEGTWFwzfa0cdgT6dvi8CafA/sLChnG5GMYrrFomEuG6Yf3in8cf6qGSpkNDIAEWXx+LTKU/+YTOpqWPE6BmmPW6CbLH0G2UHGZfkmc0ThMs+DWhO2WLi6Rx+T2a4GdWbUMdKObrC0IPZLgskIYHOwkoKMZ6QPjutTtGOa088IWCQK6zIQWjYjb5CudcWMP0nIQROUy0ATSIDNCkL2LGKJpccWSha+TTt8pnSZ8k1+kSPoyWLc4n3MjE3xzX6a8bo54X+akRxsu5VO8I2vwrXS9HObRUpbxMyUJXSaVH7w6B3Y5lxt0JYpLosk7c0z4IQ7NseXZUFRJrkuR0VIoLc5pTxgRO26GT2EMTexZ17m0HoTdyUVpzcJPa35UL4TtTx833dB9qiyFbetS3Kwx3Zttc3NbXDwAJJQqcV05RHUU2ks9pQ5G1XV/KhcHUrThQB4Pfslzgz6mmKaIV6binvdQlXvso3jJG4KSswQnCQJIL+/LJ2ZL3+P+9lE2uWPtpNZpsmuItLXB6l44OZei1a3cSSljgzx/pg+y6uKAJI27uPW+BlymYCVTpqqmReO4jGqDtLnyVPdOrwfP0dz8eP6dx/FJHSITrXaaV3yo/IlviJy0Uaz0bmQpQeoHSAnPha6FOqYw3RTE0VGQvN139s8bPzRew1sDtws9MAxQ8+Se4tyscC/RSG63G+298be/DcXF07jfv3MfTd2b7Lw/f+doT/axJttS4WwH5zrXTnOf1obx0ZmuxnLJIL7ip4yULh/D0xqcdvGjcc7nQXuOzY5lUlL2pZZXqJZ4tucyA04yiuax6TWzGKCO/HAvhZKV5xj69GZkudGHX5s2x8r+RVglkCSXWWyOwcJ6Tjp3WBuP+Tdy3qgfwbG0HpylyZ+03njUurz5PCsdo45jam40t6EkCiVv1NqWWEe536BUdArQ6BDO6pXHjyEAlnNs6b5wpJvZUgV1M1RS+EwSA1UsGqBx4sgp8Rx8p6wJS8ptcLREY6A+h2eKcMtxbgFs+IflLMvM3DNk27ndYohUj4O/2gfPkaNql+BgfRFaCx/DuRQI0S2ZTxxV+gE+aseUBOkX37aPPzoHvzARV30Vb4rGUmCKcdAi5W5THOg1sfln8arwXvGKV7ziFa94xSte8YpXvOJfjD/Xhipd+vn4UG35IgUsaJAKGPCcLxKzklP4FvRyQdfS8Ftqk68Q6lBlTITKFqvgr8pKYgxJQUBii9LXhsIG3n5A56ZS14IpxqwhjdUtQNGQ7rz8WYaM6oSRueBqS4Fvs4ya0sZ7axYbFB3QxqyK05nIWiXFCnluoxS2nHBJ16TVbMAbx3RHxkZnbmYc6NDneetOalyfhQxl1y8KfG5yvb5kUrmk3Lt7TJjmukhDhaYIS5pdXKBfiotOJoss3oZ7R50FCWzuFPEFpRIyKnnhmR37o3x8ie3gZI4VSWPb8IXPQvAo0tqCjunQOO40Ng8v6tSfJ5LKgrfgEvff3CZpbKBmyunug7s57rWk9NZjPSrX5iWWL2OqKEGImnDXbUw+07w5xBDk4iPlREl5/Y1cnU4KtU4iwZ/24P0xf94xaXy/byvPPR4P9MN5+/49/sR3gbQvxb1ujY6Q5kTZPCa4SwCrQvc1Ma79xLigKHJmSnmwlwHnw0iWcW1rk24mNEtsbaqRKWiOcTZTMdE4hirfx8ffeDw/OIeKn9chBZym/G8nN7DBy+h64F/eQ8mFWy4LjdAxNAu3XclpQI+scrbzgo2jvOUb933yNuezZsIW45oYv05KQh7nG+D9/Xf+j//zv/Hffw/o5JmFX/qN27//W3zdjf/n/Unvd77tI59L5j/7j2HhEddYwJ9nHhNQWdP5PuW4XvFTRvfO8Zxeaoaq0G1uVYzNhR+DN3hT55YzJQf/ybPBeQJ5wQb71nHpSxY7px3VL/WEXZtPCFRFzk6b+YeMYsvG4aNVaBcqx+e2fSohuxGbZF30yOfzxMhLYXd696WxmbXaeX8/2IZ3nqpRj4bMjbYkxDslz2se0i2vbUBTQRtkJrTeMNfIv4N8+E2FTXYeA7ZMEewEGVv3pJBTIY97vXnHzbgN36XeK9ZNUlj+AAAgAElEQVRP8hZ8ym7OSSfPBMJQxlsKz8Fr39YGyyBnxL5xtvkzMvwuB7zuOJFHKD3G55mCcrAQTkLvtmgMIrHpm4WTdhnPFq7zrA0Z6+zmDSwk0W1svLVooIeW/LuB9bXRFBFyyeRBbn1tYP55/Kkaqi0px7gQGLYqXxB/GE7KqwLH+gW1MTdUM6itRsctQGplkABr6mSPGx4I/5hkiyBsDbqN1wE2FaqwZNSxYOykaZhr41b6itLwsX1d0BYCcjLXuO6BoW/DsO50yi2RlxdS3GAy19+MAmjeZCmkTaeEeXdBa784FsDZwWkXbyve7FU4unNav+CTLhQugQ7vQne94HUp4H6z8ZCByW3TjyuFl5aN85IxuiS8z0ShYCGNOh8ueyo0sevcaaJ7Xw1TTjn8bsbPZwvD4nPw1bYSeafOzw4ji7IoU+5khT7eU22Vbo4Jl5R6D2hlvfqpIdAxihszVKGPhDcT2yt+3hDpq4+w0TCt4lZ1SWlDzA+68kW0ZJr2Xo16+JuxMOzx9WUYmVTAQhgCIEtHpLJPY9eSeNvzeqjWbBwm2HpoG9t+X4dwHA9y6bSHoMP8s51Pvr39wjZq8frs6K3TWx3v09BcFpxWjh5DnGn07Rm0gkdzk1zAOk2mga3S7TagRqBSUDXEE3367dUntbclg17SFjlrccaN2g4+nn8D4P3zr9Tzic1CsRTeJDGhTKLvPO0Tl+nX1TE7V/GypYLTOX16DjaS3nHbOIaM+d9+/52c3pcPoaWOauc25JxbK3i7Gkc3p/YLkpPd0a4XOlsFLwm9x2d5y4l72ZGRyz/7k9qNXYzbKJKrVT6rYzoN8WLwJAuyE6DQ7m39jVf8vHGejd9/xNDglnfKvnHUAZUTkNuNaa2qKdHUOfs0zO58PlvwwAe/MW83iijHsF1oJhT1NUjsKEfvyLQC6AbSubSchOfRoigghLTeth2fnOXakdvGNnHtFuDfLL5EbMSdTYz97T6OsyJ02vTGEqVLW03ds3Xut7woACYaM8zRkG2qPHTNZ/HeoSuSJzQuoHLSTlKZw4/K82g8hwnudhuCQZNDufnw/xvnSaIOnM9ySTs+htEQzVBH2addhRtijqSLf6byxe7GGm+5kL/feT6nia4EpWT6AbpQ9m0N2D9qD7j4HKZZNHJzeK5qVLuEMPx00t3XwF9csD0tHthZT5JD8yfWZ4MdZ1lGgyXMx9n8G0JKl3z8PJRX/OP4UzVUzuX5MSk+bfoMEL4h/lUwAlmFDV7pPbg6NldKPcjZvsyBY/uwBtRutNaXkVoIFwxeFDFcNZeLWO0pjCCXkUSUUWtb5PEQThoCGAC1d8SV1Cf5WjiHIh2AJicXQZeRVAyOfXHFrvcLkOcD2OYkRjBLl4+JxParCtd/82jKFm4apeg1IRJ1ssp6H2ZRXC5TXMKIeL5vtRikzPfoEq+xBr42GsfZ2IoP319dilmMQnVxJL1R9LqcT6vQykrSPt/baOKO1ml23QDbHtOi2fzO//cvHA4b5dgXYcfYQM3zIhJmzjpV3hrZdDXYyEuU4mcPMWHebJIy2a+tuIjSW7tUQtXC/HGZBvmlwDTvhUhE1/BCxlQwXQW0ekdTXLelKJverklhzmz7Tp+DpKT08xLSKdvG7X5fk9RbGlsvCs0uTkN9PjlLNCslR1E1t14pZcq2sZdL+OJs56XayQnWMRv8AxlWxT6nmhvWjd7O8Z43TCwKolGoSW9ovtEGX8n1oFml17ktgvN85/H4HYDz7Dj7OreqkDchj1vs83lwtidtKPKpGmUrtMec/je6WZgHExtu606rB3WYf6az8e3tjo3G0Z5PjuNJn1PtkYfn9qiezrM3yvhsd81hFjquh+1+I+0JfYxiZtu4l33lmv98PmmmaO6rgPmsRwx98kQURPM9U9DkxB6jKrtNicJX/JxhsLjJpZCzsg8FvqM92UohcW2DDOF98Ai7JkRt+E6Oay5n6tHo4z6w3jG5o2UMSyy4zEukIAlHq0x65V4ca51z3YeZk7Z8iVrr6BCqiIgt/LbnYXQdgi85C02iUSx5C35UmWp1wQF8vAdvqxX4rVwb8nyLWm3yss5WSbpj7eKAbgluY8P19/dneN7td/J4jU970vtBfovjvJU3qlRs3Dep3NEvOfGelBPlnEqDArmk9dmoxg5wcq56bXgPVb34fuLo4M+Z52WI8hhjwU0iRMzOYwyeLHG7b6te+Hz+v0gvC2VjDVLOnFNow6LumsIanjvZttXEvb1lkm58js8hieAYOxt1Dpp6juZxDuRaZpd+bckoUZf1Vyf1/yf+VA1V7UZfinpCxq836E7vPhEkiA6FvNXeSxDKXZAFM4nGoE7YlwvFda29DjEQu6S5p8LbLOKHaMIsTLr2gfaZzZH+Tx9AbECqs2AkmxRUjMaUKXVq62vzgsCzGmmSCDVFghqHtJZI48erB7RN/GvDIKvhmkPhG7IaRyOUXqaConq83pRmlx4iGvN9ljKNS2eDpXS1VQR0dxJfLj4JBcD5WZh6KJ+N4jOnKCTUFRsFULUeG8HpEi+J6svHPM7BdQgx2XVfMuudmPzss1BRCSnmBYUII+LZFOo4L91Z51Y9yrnZJplF8zyLY80pthLXx/uKnzx6upQhs8hAd47rXDpGWjnI3FCz6+7SgN+KXtdQSvzBcFIExK9hRDKBotHkMMzKy0YeghGWlN5ObBCdkyduRcjjoaxF0dTX7+e8I7rRvVGHKla+zWt2qIm1J6hShry36oa4UYYCH6Lw+PsSXzGLhHAJa9h4n3NLFk3ApbBpIAUXw6YZuEN2XXnKzOmt08ZkvfaDWg3rQ3KcA6HRemzFzua05hzHLBQ6tLamv8qYaH+xtMglM0+0e6fVxuM8aKMhert/o5a0toX9aNTzgzaVkk2pz+cyDz8H/KbcowD+1pVyz/RxHp+fJ8/juGSx00YqmenrW93YgHvekLFp+1E/acLa1mdNmMqalEd2aWTd12u84ueNPRf+47ch1tSh8VymvGr7UIkblIGu9FZ5ju7GLFFUuZUNX2IKdawVRg2TNaS5J8RLFev9GgpqomOryL9vIWLTJ5LDKscjfTG8FXIX6hBSkG3DVPiwtu6b0DjI2Gw+BCDBtHI4Ds5PX+Ibv5YcW5Ypu95SDDOH2qFQILeFmGk9cmweQ+ctFTRNReYpOlUCJbNQM51byWszlzw2OOeACBbN1NKX4EPvHZFMkTk08rj/bX7f0OTogBSrJLQLn+M89lYpN6c+26oHSiJEKsYQJL0pOQn1+ByfRVAMJupGNSgLU4SkWQqUzhKRFZo2ythO7vmGJEGPq9ZLuWD9ghUiiquTx/vCO0KoMELAvVvzS1nti6XHK/7XeEEiX/GKV7ziFa94xSte8YpXvOJfjD/Vhqp1W7r/qjrkw+N7bjGFnZKSMswlF35LdMAAbcHhKE6BNXk9W6fSlzdREgXJC7PaxXG7DDElCUmuqWsQEK+lSSyZZOGVpxuAwZIoD74SHJMLRMDjFqzQYzMypzsJj8nGmCQknfyxiJwyDV98JxML3ke6ICV4yP/OnZL6PA9zEh+QoimVGsR6+ULGBxG7vK4QilwbrC4tBBsm5M9hK7LEHI4hKDL9vBKJQAfZ4lmZBxRyjgSqO3S5uCgCUqB84URpZ3lnqTjSnTbJmRqfz9z0bSm8gixdJFO6DXGN+ZpfeDTEtsGTr41ELht+nuiEiL3mFz99lJSWtH5CUb5uRVNIFNcLyx8iCBM+EflB04VzzynjchHPUx7StcO8M5uEueaCx0Dzyrf7MLjNG0UMyxNmlrDuy/g3/Pb88qVLAVuRnMiD3dys0ssdn+R2BcyH0AN0rzTva2OckrDtO+0Y8DktZKnouFeaB6x53kuOjZXcwueCKrvka1UHkBq9DZEJUazXBWVsNfxyJr9AWuM8nzyP38crKkbmHL/frWF+wQxFC6XcFnLlPI32qLzdQohDpVGl8agwqGV0b5zHk7zHud/3DbNv+FhRtf47rfsyiz+lsWtiH9yQzo3Pv/ydM32OY7zTrTBxiUky3Z1zQJfcDFHlW77FVJgw8HWXdeoCutyva8ob7umSjH6twX/qaCJrsyPtCY1lFC8YZ++kcj031TtTQ/88O57B9742DoJy2wv7NmuYoDbUkaNKTnFPrXs7822/c57h5/ZxNB4fBzb+RimJtMGvexzD+6PyrA0b19+3Uthdw8R82odYiF/dJofaGp0EgxdKFkwPyshx93IjmVL9gjYKnTqFdiQMeWc90oeyz7neU0aS8Pl+Lo7H7b6R8+BjEwidEtUUAIefPHunDsEPkmC0JS+eNFPKbR3j2Q7o0AY20l1pFjSQOOhKb43zuPhtZzuhdt72b+NvGGd7kEYZfi87tTXenwF9/OzGbpeQFoNv28dntamwiVBlWmZ0xFlbt/fjHXdZG3RX56gnYrq4q5GjbSGizFpAnBff3UAvNwbvr/zyz+JP1VAluzaSRwtVp2/DAwR11Dp1NSqG9au5UQZZ3FmFgwwezyyQsMCgTpWWkiCTODQu6E22cLGfHRINsMvDoYdSz/KlwREx+kwMfUKoLwEHG39zn5hWcXLOq1iRLpz0q3H0P0KGCikMicfvd4vkMz1jzAxSXr8/BRZ83JwwTHydJXwBA8a47vOEOsvQsgl0G6o3zAbwK/pO6V9IpTjQfRFdrYVp8qaz4AMX45SL8J9TJk3lEeC0OK95NobqozEd78EDtsgs0PpQ4UuzMe10u1zGkwjdfYl7oAHhFLGliNPNwhjaJoTTyAn6TEb9oFVjGqSuE/qKnza2W1pFq3jARmfOKZ6ouS9vs5o27GuJKwGN0wLbgL8USfE8G9dG2SSS8mz8u7BtsiAXR++hkjfI1uW+cSuZMhqw8/NJo/3B+0ySLfI10tFRbE0IjjwOTBrtORqBajQ1brdhxKmGcCNPMrRLcAduA97iRu8JG8WItjD5zWkYB2+3uF91ciIH7BFdPElE8e5rYFL7yVlrqCIyiOzS171Xm9CPig++U7PRcE1DYxt+NBOq0htoWpCc1DuuvgxLNaV4n1qXcI2ZoiZ826N5NUlk2WhEweMA+yWegxu7FMocqG2JlN/48fdQFvvr452HVXQof6kqtV/+XmKKbM4tJc5BXK/moaS2Bmg2oNcTgjNGSBcC/BU/cRiGTpVYMpLg/TOGBJYyWXfqgMq1ZnzPmcdQBTyfjduboPlS7TtaZ7e08oF63N/HhM9p4u2Wl4Lv0Q6+kbGP+Bsf9SCVxPdfIlec1ikls7/FPfFon/hxLNPdlIRkQkUWt7y3juYvnKnm4WU33vMtJ9otM8G8rTsubZkP3yQMjd9XHRaiWzrVlLMGn32I3pQtIyjW+oId3/Y3dOv4OYSwEKx3zglbFuOWcwhcEJQCLJGGut2+ZUrWpZ7oPgQrxhCpSKYZi7MpKOJpvYf97cbj85O3u7ANT6esmef5XDzQz+MHRYXbbU50hB+1rboKFHO9+PIpmu+yRCo2fOQ1IOpUF+qEKC8RL/8CMVcSLL8/T4pkx3QICJFwEVqdHdULUvzP4k/VUAUmf/z7kM+bieMQYfPOtpoZoYldghKaEHFS6vh5qXRZ52puNKQ+p9KJutPTUsrEPC7mPJ2tdQPptH4Rt1TSFw4Vf7hAXQlSetLrJkoOKLfRIZ1muPoiHjqGkP8g8GDTQBQ43YJ8vYQTMi6h0jXeBW598YDiNUGyXvsUH43JVI+Zxz6ie0gaX8kmNkWr/7JQ/JmbmyJ5bHPGt1MY5s5ptCRnU1k3ees9ZEuHuR5AJ6HizDoxAV/6PczA02W6OZtlHwTzTWO7NI85jfO+GqhQKOHsE688zIjFcZkmycFVWw2yO9ZlFdjugokiU3FNXuXOzx7fvyeoY3LaHUu2xFi6C8W3JWsbhpp6DW006Edvb2VxnESU2vr6mX0TksvKY9YYUufxdcnKloS3t2nsK7gd2DEGJt7D+HW8QBJjS/vq5c3a2BDrxfVTgmtQgzTurnjZkHGdb6mwpX1JjmsyUt9DkIO4j7o2bAwnWtlorYZCITEF3/KNPEQtUs6o5lAjm/ebS5g5TMWyelLP59hMxVZO2OiTd9FOKp2+xHdK8LJmXrMxZJqEbe+49WWBYdYw7zSN5qhIJrnRxK4No1U83zlHEbaZxHZ+bhDKDa+N5tEwbS7c3ZEy8ljv/Hgc/F/v/wnAZ4t89DZWYCIh9DOHfEmUtwzfUubDoohu4zl2hY3nxuQ8DO7nFOd4bah+6ujGErk5e2fXtNQ4jTC8naxc106TzPfbeB6VxHl+gu1DfApqg6ef5Kk0K45nI48nfkiF5zARZgws68E28kt5VvS3N76N339//6Cknedj8HS2xqa/8OhjyNCdCpyPxi3NgUyiFFlKlCaC+1UvkJT97Q094t4+6hPzDR0DnrfbDWUnj0HGbcuctVMnV7UapLb4TdaNPRd0P5exbtkg5X0JW0iO7dQcbMVW3vBhaCwNKs69zPoghi/ztislow7nVOhLQiksY99kG6d88Mv3aDzFOr/82zeen+ca+ooZ1U72HD+TS4Hel7jW+2clpYSNz6pY2L/0Cd1BueWMDNXRWg+0bKumDRNg5xiczbIn+kel3ApZp1KpIVXxIXqEFlCWCmQLCNSa1Mx8/Ip/HC8M0ite8YpXvOIVr3jFK17xilf8i/Gn2lBFZz0mCkkHvG1MZoZa35wFpwlDWwabEn5N3ddkNZhMF2RPCIm3tKS0O2rGMaW2JSQx56TkkkSOsN6HvODYgMEfVj2iTpbxe+O4uxtdlDr5Sxpi73N/JEMNZ8HpVIay3zRzc7x/4TdZeEJNbHBB6V8OQ1NMayZkIN73dX7juAWwNfVO4+8uPTsX1K+tWPjd+YVSmdSJtcGXWAhNgzqNzyUPTwgfsmhZ9VromWF6KQPuW3BRLqyv0XrHpidUj6O50JZ+TV8ICOSWA/oT5zGjCbbJbWmd7rF9mgJHWVNgpydqSb4qJ8Y5yVwwVH9tqH76uN8Lnue6R3A2WHwFx0x4bjFRfH9WRMpSDSXFdXrfd25DO/c8jVJkmVKmLdGrYWMr4ikMa2dOuueE646PqWNqY1O7NtSxBdGlsOVARsd02JEBjyvI+G+6ZdQkJr2E6mBSGVydiQ75ohwqGU3LcALzgCbOyalo+YNJZk5vbCU4TBA8LlXFml2+gcMAe8Kta++0di4Vv9Y77p3eYoLc23OYjc5Nn+Hu9LFla+eTXuvyhJKcoHasjgn0yJkTbmethiS+KdInZAZUjmXVIHcnpTx4aIAK7o00Pv9dR1Yem7uHGn+xT/p431t2uht5TJRRCRPSqfqniZtmvDuPyRVTo0mcXwgOn1pauVg3qBXqGJX3V475qUPE6IN3U2tDtjv7gIj5cdLRS003J6BxjovBkqC5UJtdKn7Ec9enMWsC7X1tSY2Dj/pkG9tnEeHkkvq3cuPuwvsj7sObKTtlcTSzFk4/l1db7z02bCnxHNfwjoci4TLA7pSc1zX8PCo3hHM8WFs32ucHb9+C05m3gjVbULennRxnp45nd8qFb/dv+OBLFikIiQ3l7TbvNWh2hMIh4DR67ytvJi2QNOTWgeZB+WirDlOSXxuoLk42llqy4NjT+LfffgHg7JW9fV8b89YdVWErSh91zfMZKqR9QCG7JPaiPI7IYYnGN/nGx/D3a9LpOPtQOt23TKatOkz3G7UaH58ho79tO9uWSOd4z2dYVbgoi5blDlovpWqL/+YTdjXQDpMPn1/p5Z/Gn6qhEs3LdFVVAts+MPibKurpC2kw7vsJDRX65Uk1oC4ph3FdHzCRlJTajekNnJKQPF3S29Kj4ZqcKa9UgzZhJ1JR+SppHj5XMznZkB428wUjck9kd85R3AR8/gshSYObdZEI472v56pHEzHNJ2s1kHR5zEQqWMXR8BEl6/Un+oDcLnf18e+yupsU/lsD8pOT4MbyT0AE1bReUKQHLGresz0ONC+eR9zQNpJfdsWQgNetc2mxop+vIeO0zOzi4f+zuGY5hCgmZLC1aLan6ETtOpq6CYUQUrqOOWT3CXnWkfiLJFq9eFwmcSBTEEQtfr7kL7jEV/zUccvbdY3ovJfHQ7g5zXoIDwB7DRNuLUN+3BrbPbGpLFPssjc2z8uUsrtj3ZHBs7mlO4UDH2D8knIYWI/jKRoWk5Mr3JsH9yfNIivh6nwMoQTxjmbYUmZfxYNQOTnG7+TuaGvYSI6ab8j5BOJBf7/9F7Tc0ctZM5q4WSFZQZMuXlcphZTKZXo5pimtP4OoDeBCloyUaZQ5TC0Hcb3XA+sHNngS7kbKGzJtTu3B2c5lJ6GSSLmQZpNHwOuWqIVL5P9ZIE3uqV/DJ3cIf62ZHWUMbQYcpnWerZNGU3jXQtGNvMf7/mxKtwSMY65O3vIlRy+Js5+rqLttmW3bqN6YIOyFiBxHYCZYuuwwVIRGR9epfSWZnzlM4zkE4HS6O/cc10t9OM2vayJlhd4uTqcI97JR3dZr5BzPRh/PVs9OwigSYiyP88lRT7Y59GuJrpk6rukPGqULjx735a/bhuaNNvwItnQHnvRJvjajSAwXjkfc248shNvMvLES9WyTUsVdCqeEVxWApsz7o3F+hJjLoYDIArqdz46bs42c+FYK5LzsCHCo9eTsJ2Xw0fwUsoPcpk0CeO+rThJRusOWAn7HVklua9ClRJafhuln75w9Pi+ARuOejP/91/8A4L9/Hvz9+d/I24DzeQz7z5RWnfPv+53/8eOD3kMAJMnOo3eeo3n9r//2XzE5keeEaybuupEGPG8rQ8DIpxfWyT0n5HYb18eG7cIWMySe54nkAnIN4JMKrmkZgnf3mDHPj0pjSK2jeFm+n6/4h/Hnaqhw6jRyFKUlWRdKOiumurYFt7xx9rqam5wUsc6JrOLGaxhxzm1N7UHqm9yfnBTrthJBdZDaeMqV4FSF2yRGp4xb4liNieB+ksfFKkgURPi60UvOpOH1AFA1BB8mRrokpWZdinvJQD0twzqVL4R0QItyPC+z0VOgtSWbwNnDQ8pcVsLLKUqCNl5HGqj5UiNKJXG0jo4kvGkKntHY2HTrZGQZErbaQbn4T6K46SoiTJySLzaAAWpK7z6m6+O4lKH/FzjqltMXZ3NFmy/8sbki6B84lVmVOpsfCVWvSVolJTxdWzZGkhGBZlO1r4EqtzG9OUzozdZWzM/Y4u3DI+jFbvj5I6usIn96pax6uxjWehQ6QNkVazIMIcOVfr9vZPPFk8iTtyfD46lWxB+ozIemkOW+mjiVhpl82cTHkGiqL5UUHM3VKNQKeaM3W8cQAhFp5QA3B+lrGOUY9fFBHsXF9uuNt/t3bIoxeA8+4cytpCG4MpsTo5mRPCbMyoYg2GiezC3+qQfnUMxTFVxOdPpMaUyIJyFNrOG0lRdNFVHYJqfSMvRKKTEhlnRE/p1Gvv1Jt7YGanPqOrdPDQlhEO/YWDkXhM3j/wH62eh2ed+JKHeFMgqat7zTdaOOg/z98Te6PdeKuqlR1K+5igvN8hpUhXH5xtEuMQ4sEAlrmy8e3jNLxVX+6G34qnh+6ujHlIuC2/0b0gzLcxjSAKeNDVaioFyKnt0NLZmSlGNsQTQr1mXlhy5OkkQb9USvLfg0s6HSTqJThorf29GoVSiTzywn7TRk5Ke231DRlUtmXnL3xanUpGwpre3Gswe6ZHJN6eCcnEM1VEtGcubxOb4tld9+eVtbdsVJeyaPoZNnQbyxp8ihLmD14Pa2zWktW8qUXFZ96KIkSav+q0elmrHrFDGDJAVn5qce/n0jjx6PJ4KT7pGvHEPLzl/fYzvkvZK1LERM1+CFf8uJWuON/fL2XzjKydHm8yHTNJPGicnF+eXtO8f4vB/9xLeGj3v8OBvf9/sa4OIHrZ5L1MI90U5bYmLSK1sq9J6RctU97nINx62HaugyoLeod1bD/api/lm8su8rXvGKV7ziFa94xSte8YpX/Ivxp9pQWbskyasL+YtCnxRFxfgYkJH3ntgsL95L77HVKikNbD7Bf0q6JivdCGzpmCh2c7rIUg7MZHrSBdcTQmJ4SugZAcWbHlJuodwjSzrYIQubXng7607tITMKQBvLkjRXtKBqF0xl/J1J20AgFSePnb40uG1lrUtarXS5/EsawS1L7heMaKhtTs5F85A9nlKpgrBJWip7LjqAhPN969i6jdV1Sgi2oC6SFM8Xd0G6oQYPmZwMDcU8nMSUNR/wxIUfzmx2cSJ6bajK4mX1bpgLbWDJncGjm3QIN0QFHbCkoho3x8RQB70Cx2nnxS15u2e+3+N3Pk7jebRr62WgRZZTUWtTv/QVP2tMDD4EJ849T1Qx1Rutgdn0LCi8ve1LMYlNcDVc4voHEDLVO/XzL/H6ZPZ95zb8kcQOcF/Q5LkmnX5r3Tou/v+x9zbd0ePInt8vAgCZKT1V1XPn2OONV/7+H8oLbzzH091VkjJJABFeBACqZu704h5vnnJGn+5qlZSZJJMA4+X/siYTmwqc35RFW+N4Gvk2uIZpC9nzJNiAw3TrYW2QJk9T8W6kckHTct6DLwYBf7WGMngXKcXr557jRmsPVC71umSFOWYxC3+p2S0eHxprVAc3DKX1Rh2cpyaGalnS69aeJLZQJwSkB+SwDjhMzgmVG2nACY5TsHpNl579JKW8FFrFWyiTug5lVah24LpPihySM+W+UzQmb/fe8f4r/kdAdJJXvj5O/ln/CcA/jsSjbZAG5G9Pw8NwdLlbjWeMXzzN3I1qbe2eIiHVPL9vx+lmTOKmiwaka2wtl3rrK37G8O6UYfVy14xp5znU70oO+eo21kBWJYny9MlDNBqdlAt5TSB2zv5BGc+1bDtHPRZsrPaTX368kfKckghmxjbmqPf0zvPoISMOtCrsYvw2JjPn8UUjo4sXrkjKiFTex7QnpfCumgmBSqKdykwYPtA2DtEAACAASURBVP3AD+fzGZDiN7vzVu7IPdQzxY16Vv74nNC4G/f9olakXsn7pWTq2cmp8DyM53jm/nZXHOXriP1k3wtv5R3zoSxolefZ0PuAVgP3khZM+evxiWTHJ7zbA3I4UTeJTvPG78/wxdsksacbdeSbmhSzzo/bO+fYZx/ieNHlEaZbwb8aMjlVwH3beR+5m9aMZpbnqLeNZkYfn5EcqiUsxTmqv/P1+wfHgFHf3u7UauwqlIkuyonWOsdKTYROZ4r5JREKslQg/XyRqP5V/KUKqmpOnmRs9xByGLnNlpVNBRkP2C/vGAcykoLbbcewIB2Oh64PyN6EaIiG3a6NzaWP4uqcyY0L+s18Mv6dM6sX95AzlwW1EVq3VUiklCgl/jsLA2pH+8XTCXK4LOhad6cZyCDKZzdEIU9PJwsZ0damRjnU87yIjJLYMPr0ORkE95wvrLbIQPSM6qMYQOCY53VIeJjrEtCDLCxZVBmWtrKqPsMweps8D2N31jk2PAQnRmIqrt8SivldEETTsb7bo3PDaRNPXnSQxS8YEirkMk8crF7ssZxD03oKStTW6eaXaMk6H8WmKasYZp3HkJA9zTG7oFCqHry9RSIuvOLnDrfLE8g9JIxnMkF38jCEBtCeyXolw7GvxD02H4rPXrHe2W6RpCNGsmPtCZruJK9rMZpnTPq1HXj4xS0ehRnqzjYaB++5cHbjZJrNpuAzqeAtEhgzR1PBh2S5uqBlY2pvnPWDx5F5f//b+PszkrLBakiaYci3xx/UsBwYiaD1T1Ip177oFhxJN2TyR1VjPx3bXrfO2Z8cQ5Qi+EfvUIYMcd4wN9oUqagN60d0jACRG4kL8q1SSHogQ5I4IDz2zSsv2jVoWUIWZsbTHauRJP2aM3e9oeM96IlehPw+vsvnjX8c/xf/99/jmI6kVLPV1HvXfRSy4+Vio0F3wfU8G3Y688HlJvG80LmPadTUE3acDGWDkSCnl/HmTx2Kked+snWojfvg3LkJhTOeVQwofYKpcXKcGs3P3lexYV7pwHzyeK14q8smRXznfAjP4TtEHjDiZcod3Kelo+IhxHIM0t7X7wclN+4/BtfRGU0DnYkC7tDaBRd7HNEgnmIa3uD5+UUa+cW2ZZp09j4FaoyP50GScRA5QavcRlHXZcOq0we8b2cjJ+FIn8uq5XSFXtmGebn0Rk9DjAJ4E0A7OqCS5kYnL4Pthwl3ZH1GiM/YMmQvKsHHSGOdZufptkx7Iegm5zcRkePzi/Ns7AOi189Oa3VeNqxX/vn4g//8n/8XAD4+/snHo5LHe5oIj8dniOkQzb79li9hjdNJSdZ3X8iUzdn2TJl7sSndOn146aUERdOiuQiR+6XpY5peBdW/ir9UQRX7zHgYCkS/ZHYxBEmJbb+Sm/NIyxMgWShCKayEWdyxbjwnjj+eZJdQAQzFPNbfo9+1BwRPshJqMcNtdBgJol+Ry2+JFlOb+s0AVotAKiu56d4R0YWbrhYqhJeKH+C2uAbJBbotgQh1g24roUOcFsYm8aPMxEIXAXEuqqummzqDc9N1XHwZEpqFm/dKJGM+dakAipO4yN0igmlfHio7QkIvbgoSeOve1wYZB3Vda1ejmq9CUbpS9VIic0IIIF1vSfs2PaSEyMbi2c9J5DdjXxEhawicxFsIhxnPQfjv5og7kyVhChuBY4dLtOMVP3H4dd/O6edaO2OyvA9ez2aGeWU2/8wVLNG8c9ZpnKi83XfGPDSw+K1dnBjvWBCKgJjMhqLWai3EltSnL12n7IVil7iD1E4ZnjBbSuzbhllbQhfiSquV2+hqixZUdewLkP1JrR+YBT9JNSFU2vCesXag7OgsDCQj0qhDca/Wg1z3JQiTBsnc3S4jzMFvbcfkPJ1Yb6vgad5pzz9W0Rf8CVvqdvX8xGlrkm8IrX7xHK1X75Xe6uIrhRJZZ27m3cPvxbqtCbM7HKcFdxZo/jtNYR8TBO1QklC2QfDvXxya+RzfzPk46D0SmPiQT7xs+LgOljLWG2kKaXRFbRTHc5tTQNKa9tMd95iYz2PMJos03uXkFT9x+CU4Ig5uHR/Pj2dr1LNzGyIVDUdSJo/xZA1KJ711tvEsPtoT6zqpRDz7QRo8SoC+BSdvcj/eRBHLfE2u0PNJP209w7YiJIF6xtp/HCe39zf293i/o4a/lJssPrMPX71ZfJzHwddXJ+9xz/7tx5399iuPP+LeVe9Ub2zDt66rUp8H7/fB6VQn5by4RF+fX6grNrjvWhOSE1veF6rmeYT4y7YPflF9cNrBPi72217Yt7waT7DRu3KMptAuCq0uDuZ7LpRNQvUDKDiS09WgQcLofHJlNaFaaNX4OKJJ9DADhTzhRJ7o6pTxbXSM59eTzeP7fts2nkdbU+hNdz6b08aav8sb+57XUKHXhhQl2+RDCduueGb58dWzcvZLvOtWMpoyrc2mUsdaX+rHNb9ymH8VLw7VK17xile84hWveMUrXvGKV/wH4y81oUoSTvYQrvVTAhzgC0Ofle9aayJ5QbyOs3KYUzwtdRr38DaZI1URo+iFYe0O21TngjG9svURWQM2+DjX2ISsmW1giz3GSQsCqCK02uitrs8ICXT9Bj1T3C6X8URwdZZvlMVYeXIHPDFeO+TBRcdI/ppIqfg1qXGlS5zbNM+WwR+aflvuQtFLtcfFUGFN+ypODbDA+L3G9GkNl5TmfUEX9pTJcn0ztdaAv8zvoTuOk/OlTHaaszfFVweo4FoXhEhUePRKmZ+ZHDHjOMY5iFC4PKTi/G1JnFuX4MQtbXcjS0hW2+xgi8Q3MKeBuUMXzuHn4ypouSCdearxvOKnjRCei4XRsdCunNOkARGe97WbcLa0FNu6GYIhXklpehel4a/2GK8JSGCfXUUaSFlQtiwSU+w5WSG4T2nsQ+6dpH+ehgoZG53UpAnLCasnx5Igj+O+Osod744NuB3tN9K+L7icqFCSU6e3lTWSbAvSZxhWO3VMk6xVmj3RoYanCLf7r5AKvcU8J3ziGs/Bmar1REXZxmSttgeUHRnwO5cfZM345LtaxcyXupm5YOexFNHMHtSqa5sDJeuGjXOwXrGutC50n+vb6XYiNiWDK095wNjy77qhAsfoah+tkreNfcgWmzmtGoNyyddhJPm6JvE/7nSzJS9vhKKsCWu/V3Ec4SKoxn+/oacDEjAh2/rqIP/M0WqjXw9WkMwx9o/aG/vtRknz2S48z5O8JuVKTkI1QCZE1AmsyJzcGlvZ1jNrzzH9nhOook6vjT4oB/Wo9OrcxjpMJVFIC1Wje+VWCt4nOqUDge6YPBw8LAuW5Lg5tRs/Blfox283vr6+eEzOpSbcS3haAZsIv90L28xWRVDZ+fyMdffHxxe//frGnibs8KB2RXNZiJXP50EasvIAeX9DZSMP2LJ5j717LKzblnkeHS/Xd/HH59eydcgktj2xjT3xsz3Dy28867eS2aQuHrr3+F6e58E5lIRbD3jjkhq0FsrR8/nSC14S/3wGJ1PTDc++UDrVGiYZ+aYYixlHvdAJuaQ1nXQxclK8K23R7pSSZHHuSpbwXh15kSUPzvzgkk2vr1f8+/GXKqjiwTN+kHjoTDx8J36W69ch4PBNwjyJYpKYO4HjA9YzcLIS8qLzPVTB7RIasFV4jc2oBubWxmZWtoCx9ZUEBERw4vxFAr6TkbUR9AqIr0UTxOlrUbkqNRl5FFBZFPN0CWOoD3J4HFMyw0jYGiv7eP/rwoSgxOVllVXZknAf+OCjdqrBOT/D4j2m+ILMh/7kPY18YEH8CMjfFKXo84GwfnZUHPu2ITPOeBkQE8Su5belRlK95GG7c1eYVDQ3oQn0dZ4hDz8L01sKUvyVTIUUfZr+XXZweAuJa70SLiYMlIBjkeD7VNyrkW+D7P8dK/qKnzJa6zTmnhKNjbl2NAkZwUcxdLrzrCfPmdTTSNn57fa+eFfdBXXBhp+SqoZgyyJu3sIawKeBrRPG2RN22kL+d8A8vBvNue5jhK6dPInswsjCCzqFD9Qpuq31aN6xJrTB2/n9/DuqiX3wl3LZglu6FF2CqzSLGxGNBO0Zrz9rxesnOmTUS74h6Qv3TjuHEW8XoC0oUfNGUl28zFzeSAmSvI9jVmo7vm33mda/OKfBrTWkXXuOtYLIsQwqwThqCxEP4Dw7NWVY7S1QjwS1TWEbgUd/oGNT2dMbkt/5fIZU8u+fB2etyzQ9lUSytLwQbwl+P+qCIf6mha0oMpSaJQFO2C5MAZ/BN1tbissQOxqvEajSrmeSXYDzV/x8obphg+ejufM8G300JuiO6Una4vfvpfApsrhJOuDm1h60AQvM6siuzFbCPd1p9bIfKJLpfmIDmGx7wVTQKRBlCtIoa//YSdnIw+/szY3eBfuIYzww9iS4hqgMBIc7ugRTUCpxvztv70MoYxQpOjyielc+ji/S8L7as7G/30YDOiDH9XzSJ41Bt2hMbdHIeD4PntYo1FWU1cM4tHN7RgNnu+28lX6JmElDvCwobUkFvyVknOc/Pr/4bCf7+Nn8pNr7soJ41Mquvhoab/qO7pk8zuGjdnpvfJ2f+OCzn7Wi232xCrCKysWvVTeql9WA+fz9wVYuKkZPznlWyoAUp7TRO9RxTBUo2egypd0dZKN54zH2yXLb4zkw+8aRVn3bBUHyN/rGy5bhX8ZfqqASlQt/DOB+KSjBAJ7PG8L/9E8VjWIEWaaa3Yfp7kW7gr6edcGXSunb0CvU9ma3OO8Gali/FJl6u7yyRGDLJbxtxs8uoew3+Rllc7r5UhJLGre2Lc8YyJbWMVXrHN4pg2zpPplko6sVLA3mCkpuYZr77bKoQx/9d4A2rs88zS4O1ofURAg+CJeLdkcQ9+XhFNypayrWzahy0TWLGb0ZeSrwWSj6TaEyJdZxQtYGKBgmtrgmOYeZqX8TDKjWmX6Du8K2QfGJy5bAnI/k5yQw3pMPfBMJk7xxlIcZj+bR3Rk7ubTZGR6fmXQoBY7vk+jGTQWul8v4zx9PuXg4KoS00hQ+ICHia4Jl5nhrq8GSt8xv5S081nxyh4KPmGROe6IrXUb3tpR3oJFG42Zy++bURPAx7Yr7unZHavjVQOwpRXR5YekcRoteiYx3MorKSKqsYZbp5+hqN+Mr/WNNse9vb+y3O7mMUY0KtX0xM5zwwtnJo6upNGqT1RRS9SB915Pa5p4Qx7xUWTWjmmJ/ZSgFoldjyYWUMr7ENhrn2WjnvI6G9SEyRKhs4YqMjdTNMDWqX3szXYa4x+yUZ4rmJRIgvYenz2jSpd1o9VgcWc0JzRkZjSfpFlOuMQlkqJfm8V398fnBfRfethD7qF7xfaedbXndqXaS7pd/jv4Zp+/uNGx5iC0kwyt+ytA0ptKEkpx94wV3r2ySV2HSaqdVpz+HmIx1JCdaq0u1D4kCZnE0NVPPjo510FJFyuUReVRo1dcEXPfEVq+mb1Yn5cEPAno/+erOcyA/clFKFrzoepbiYaA9Fe9yyaQEfSA5zo8v2lclTyFjO5FT0dGZlJzQnKIwA/yovN1u/OOf4eeURUnbjecoEr4+TyQZh9tAyhAFoCtfz6vYSCboNidvG90f5NG4ejZHNPFRowD7fD65l3cYolb9Wfn4+lzFThvZ0PSp+vt/+680zfy6RQNIXWjW2fONcxgQi4Si8pw4nt2ZJukA7oo1Ww35rsYf9eTH4HAmhC1fQhlGxVwXcsBQ6Ntq9N/v4VHoR/uGijLEjZIv9IEhq9Hca4+kdDTPql2F1iv+x3iVm694xSte8YpXvOIVr3jFK17xH4y/1IQqIFvx/5OOKdUcM8MoH2dn9+K5QDSa3YdKW7omRknT8o06YzBzjUfH8Eq+dYNVbMFONBsp+XK1F2K6ldZEKrhBs4ti5rhJyCqPc0oWMumSL0y9uNGW15EH9Egut+0kiTqlf5Mi4z8AGeXsbSlX+TyeCVuSMYH7JuvXu/HlvvhIIMiAyDEuRxLWtCjJkCueuH4cMV/npKpUYylyNZzWbH0X3SW6yaOzL8NnJyeh1qvt1Wmr22s9plKziy7ibLuyff+uelwPCHlQ8jpE6hnjx8mZeppgVXCZ3Z6QUW9WmRdLbECw9PoMkQsCJi7sOa3p4vznK37eEBG2Mf3dBNBL9Q9vdJU19cQCLrGnqTmskPLgvIw9wB3xzli+uAZ0434LeN3t7R03pduUIG8oJ210UtGAw00p78fznzw/f6fNDnQ3nJNkswN5Q71yeuIcU5BNjU4dct2AZtwbVievItHqydfwWLHU0bQt3L2IUFulDY+XjTsuEqqGAH6GNPuaPiVENzT1pQzq+gxuxCAoZVFU8qUk2uuaYgHhPyXQanSpz+dXTKfm9mBG93pxR9wQ29d00TzRh8dffL5AbWTNiEy+WXg8zU3CxbHmyLiWCaOdJx8DIt5dub/dFjzmXjv588lHD0igSebH29u6Ls1PflVhlzmZ76GI5m1xpoQCatd0zy84+AzlUjN9xc8dZUuMwTFHDWCuDm6Q6Ym4L07m1/PB0YXn4BLtm3IvQtk26pTIdfCzLe6PtJPe6/IduunOltKCILd60s5LHXnfE3ZLa79qvdG6LERMEuGey1pnt5wQGq22hZLRkStMyN77W6ab8vWItXucDRcntTEdshPKzhD5o+wbSXRNgvP4RdqnT55Tz8vnUVSo1thl4xzP71tJWPc1yc0IHaNr/H7TjZRubBbv/f98/U7vmedzcjIV14bXiU7YMU206XupgfKZOVA9EiQPuxbAm3P0ByXv3NKY7OeYPh5r6pMiSVl7FGivyzsvpczjaPxzTM3u+Ua+l0VzmNLsc9udxI5jTDCtbJQMKSl5Ko9K5JczJ6290iUtS5zWjMdZlw+ivXjg/zL+UgWVfxNnEAvo2cTIaxJQW3ANc8M9MU1BZNCv3HwRLnMK+NaUUU/d8MQ31KCg0tfDzD14MpNaYBYy3HOkC+FrdHEPCMLoxCs7Sw5dxqroXbHkbFOgYXxuG+dxw4dR7oQABmRlQvxEo0ic51k9QH/LbBSlocsgc7KcxOW6OQY/qq0TDWPSrBOO47jLIkpHIXoVVAzJ9HluyZ2b+IIUmjslyeJ0aAphjCmz3rwH98sH4ZZAbybR5Qlm49pNjoQmoOlVBA5p+KNNE7wUfIQFU7SADM4NsEPvfUnYizk+YEuS5tNEUUkrUcw4SaCP7LhZGAvnb/y0V/zcEdy92YwJw+qpte9EU+byiAKlXyRycxInnssykPZWR3NnFPolsW2Ft7coqLTsuOvyHlFJUZBMeKwa2i/Ct9sdryfeh8gFhqeCDpiIo1jrmJ3owKKKaxhbj7XTm5EmnBnwrDQzZEqU54rf6vKAEksDIhK/f3xVimaeg69wfh10BZEhs943SnrgqSAWwhfFCprXpcQ9oVLWkqnWOPsDbZFEFckc5z+p07KgnZh1+uS0WjSdfApKeHgQ2vDK6h7X7Bxrs+QUcGF1pki5DMjVTGi8x941YeSKIlI4jkgMv1rHNdHGJqVd0QrPx5CD1owdfT0fftxKGJiOJKyb01qnIIuH5Z4Q+hASiusT9xnjfvhzQbXuvVf8lBHNmYsfifZVUBUro7k7k92GUCij2VpuGykJtfelc4Ao2hui1zrI24ZNQRoCXjpdVAzHMPKC1nvA2MfvJ4c7zQZtyezbRtexjpPwdXSOszLfVHLkUm8DXkdRaHAOSPFtS+RSVpJvPRq2W5mfkcK/M82cRjnrSR7+TcUb7m3lD28/3vh8OnhGRpPHNeTA57NYgWZtFQpFQGvmvw0+5NfhnPZcEuTbljja84I1pw3EVvOk5BCEkPH3P97ecH/SRrPlqxrHCX4z3kdxu5eEdfj6Go0ozaMpP/JN8eHcMoq0dlJ7X/C8pzrv2zZRiPjI2fRbnpGz4rN4Mqc1J6kuXylrLUyKx/NBPCDis/ebkiLZFqduK3+pkuH/8/hLXZ2YSo2OZmiVMHUNxEdXYpnPOm4X9tzVMXeaXDh+8yB5860bw7cOdDz8Lw+HudEtCvE4nnkMZgT/YS4YYpIjcr1aBZBvwi8e5rPLbJKEOezzGFVGt3ae93yiTp5PFBITV6tSSCJcTXQB+prsIcMgjoT4nCCF2uDCMHtwDeYkJomAfTtG6TRnEeeTbJh/U0czi2sg07g3jtYH36FoJrstrpJ5EO3dgwsVnyGQtjXd8wYMnyiIDby7hdcU0E3CK2J+3z2+kHkdckpIYiVkpw3T0dlNNo8OetblMr6pgl6bT302juqrm5eToybrwZL/Uqvt/5+xhXU3MAp+M3w5YIOJrymIC6RUSOM+dzFydrb7nTQLnONE5PKm28rOtt/ZboG9L+WN2s6Lt5NCGCeVmVxs9Gq4n+Pvd/p25xyFRrKO5G2YXMdkp5uHx9NM3LpCV6pfU60kwWGK33v4Hw3RCe+Nz8c/OXt8Rk6hGjastTjqB1+eeD5HMmON7rYmeSVniv5CysL0yDXbh4Dd5W3V/Vz7WpeO9ZNWI3HrunHWc4lYuDWsg4yueBPnaG1MlGFLmdxlNYVcjZ46u0bhat1JKiT8m6mp07ph0z0coUh4GsaLgruR0igcPx98HSdpJDAbhd4PjlHc3ssNJHFMj5cPo99sJTObOtade0r8PhpF1YSiV4PMJbi81y4/xH1WV/tVUf3MUXtDxqR4y0L1SPwBSLfBeRm8oJRBlW0IUKBCN+esnW2oiIa3nMa+AZg9KUXXxPrzeJL3GzqnScXALx88a53ncfLL+xCU2eP95jQIh8Ng6CywpUxLStL8TYmyg8jas4qFiMNsTIWgjiNLzclRF9JQvxR1vLOaxl/Pg+aNfZxjyYqlRB9ympnOvYTXXpmKvEnIW6LX2LPOw6KRNN7znm58PQ/+6++hqHd/+wVo2LwuIuzpjk/Bse5oM9KY7N23XygEvwzg16Qkf18elaii+U7JF9qgeaCNytgEk0TOehl/e6gwDlGjLidbscVn6g61HeSxH/3yy68BgOhDOMOgufI+xD9qfVDbQUMXaurszi4sjuYUEzuesWf1bn+yXp18rVf8+/HiUL3iFa94xSte8YpXvOIVr3jFfzD+Uj3z/G16NHqN33hAgZ9d3CQ8JCLXtCjGvgWnTyd7D/jcRHgt3fUJZTO5JC8J6EXwthjHoIjo5WqvwaeayjCJAVOcHYkxzZdoAo3PGIp28xCmZt4cXavQe7/QZBIfP+W+u7XQ9ZuyyhLQo/X3yji/ed2UrIJ06LNL6oZ6QnROqBQM+mj3Np88stm5zYhcUr8nFUPJo8uqEic5J4Eqwtl9dVe7W4z4J9xuzN26WHBQgCzDI2xOzRBSUvY5DUpwdFYHKpASEjDP8d269cVnUGtDYWlM1VxjOjhhjEQ3PcmFH+8W8MkFnrTwxZpTwm4xenvbogP9NtQjX/HzhmEXBKw+yWlbqo6xMhWbM2nvZLm22P2WSGlDzcjDD+V+/yWgLKMtedt/cL//Rt7jnskJzqPyfP4BQGtPVN+/qbqBJyfZ5GnFfV2Hn9OXxAzdp0pcq/TW0N5B5/3oNDPq6L56iu3nHPK7xQR3RcYstrUHuefl2YLEpnO06Go+jyfNOnV0Vu9awCo2oHA1G+feKKTF/aI1rHfa5FXWA7MWeKH4EKgW3W7g0AP6N76aZ8Q6PqaBtYWC4DkxhNJxOVaHWSWzbTBH8603uhiml3qpSAozwdnlNqKDOz7TrOLtsaDMnjKqTp9/v2ek3Hi//QBCbe07fKpW6IcjZU6XTp4UCr6mg5mD5nnBEI2LJhavccTC4iG+yVf8zLHnHPAxAMkkseGdAliDnmiDFxQ2DQnPQ7muR34RHpRjHXVozdm3AY3vgQ6532N/OXoL7vbKmwRNuniEvcX0fKrXpaK4wzHueTOj90fwSQHbTrYOH60u76I9F1TTgrp+Hg/aYfx2jyn8vmce9aT12LNKV0w7A51L2hMN4+sZ0+nzadxv24LBHrVTvz5pS9o96AXns7HfY+1VrxxfH9zsmt4IRh2KnA14ui/Li5zKmM5M3qeAcakMa6OUvJR7twR3zUtefpNMVqUPyxR5HuxuHP0yT0mSaMkX/cKXhOfF2TxaX99N2e7kPfH1iH3WqtGSs5WYHv5y2zn6sbixpdzJ3TiHx+HH+Yk3xyXjc0rujm66VKNzKjRneQh2EvU7FcVeO8y/ir9UQaWqkcQS/JqMLX6SmdO/wetSSojkbyM6o1rwhNKAnk208iRDijvI5QH1DWkRfy8Drzc3F+uI9QX5SjIKsvlA9sl4mlDBSPzFryILPHCscr1GnEUavNL3eUwSIg6L56iBo558JHqMmuevxyvlmxCHmYfk8OQXiYTk7zfxDYY0+jxPk4t0rktUYh5zw9UXFlw0h/jHvA6E19U3lVVOQkADwrBOZXzuN3xk/VaEleSklEhpJkNGThevCxfUnPNymcFJC54lbXgtjOtg0nHx5bcRRqmCd1vQKCOhopS5GWUhi19JYXdSuq2krU+YxCt+2qjNLplsAMn4FJToHc62NlXNSt7ytS7o0E98U37cfwPg/fYLprLEFVQSKZfFX5Lk3N7eVkPk8TmIzmMtxWsusQY8s739ylbnHqb03nj6hNJNEo5iA/5imnG9oIwMKPO0e6ja6bBEaPzrwE6B9wGn3TvVesBigWJvbKXj24CpHV9Ybd986hxao3dhZmKSE0pbhseafgwz8Pi5tc9oukzOq1k0tEYyUkVo430hEoLkwjayuCKGSkE9rlvzjnlZcE0Z5sbCtvZ3lYCOtymuI9EkmcnFaZ3jePAYXlq9HrSvEwZZ/miOtScyHEkfXx11roaahFBFT/O7yjxq520v3EdS9Pfe8GS0b6WSy9VvExT7Jg+t82Z8xU8ZkhLLSswaiC4O96OevGelDolyspM35RzfufeBnacjOszNVGhWOf6I/WXfFZXOOTzm9lJ41uMy6iX4HS+aFQAAIABJREFUk5M7RIYfeV/iCl9fnb3k1SjqftKtoSmS+oOTJIkHkAZU8TZSIh+ExeejUbaN97coqNzi7k7r3o2ib4lWtU53wacAlT6D8zj9SM5E0bf1fD29oupspVOPKQiTaFV5DO5QUiFVX/2a4/kFbryPRpZYi8+fzfXuIayxLBSMJGk1thKGqK7iKGelpMJtct3Pzh/tQa1GucV5lBIc8DYaV6KZhCyjeNVElks23XqntrqMelWj8PXRGPv9DDP1ySvFhPdyp43G90bCS+JsE1gdBYBpWabuvdsQLRt7O0GduCwHVyv+Ff9O/KUKKtFLYc1HK28+cEWDNzVdxd0EEVsO4SqhhBcu0qPDLALi2FjoqUSRMLsxKuFdOTslItEx7UyhhPCxmh5Pu2Sa9T/zl+RbMeOh2hfcnVkwjV+sQkIwEfL4jMNiYc/3FEZHenRi7zk2iDp9TRw6ujZQ8fis7zpR5kGuXkT5MembxHfUQrBsKk+RBnHSr9fjK0HbJONiyNgJkofPwbxOzcMocA7+1KM4S+vLHBM57ZeoiDnquvw2BENF1kTJMKw5dZpyurAjyxAzTO6C4ArRoQ7BvjEBSykme5N8m5TuEDY3o9DT6OYtQ2La8CkbHSUFlb4UF9v5SnZ+9igqMBT4VCIJsLneAS2JMsjXZb9R0u3bPVfJIrz/23/hv/yX/wOA+36jWeVxBHa/Ph44FZ3Jg4Uxdx6Fxv3tF1qrK8nq9aRZXROvImBsHFskUL0fIPtSkjvOP+hdSXI1ijrKJrImK9077p1JcOpdxs9zPSqu8Pszjlmef6dsP5jGM7m8s28/1kP6ac9QzEyzo3wiDm9bhqmAmBTUKWP9pS2hydZ6bP0Oopx/fIxjgpPnUvEyFRonh12T+U3v5DH9yRKs2tmIql1CPGJcR8tGUkG8LjNPt0y3siaORg+e7djHvIVa4xL0cXhoW+7h9fPBsz65S3TJW46p+uRImBtnP7Dfh5riVth/KA1nn932Fjbr0yeoS3TTbT1DYiqxDIv7tY+/4ucL79cEXDZHu1GmwJQUPPnF+53CT9NLzQ3c0P8ur1EVvr4iyb7d3thK4hj8x5smRGQ1ort1NMtalp1OsrKMf9XiI7fJMywFJ7FNvhOFpzd+kbzyA1zo3Zd3lbhTinCOiVTvYeK9eF4cWBfI4yCCYE2Z0+W9IEVWgwcEzfmaNrugaSf7xvmI/aIUIbnhk9J0DxSNDF7XcRrikAaK5GgWnnN15g8No69nu0qC6miZ7eyNblDHHriLkbJzH8gBv7/TWqO3uvKiVluY905+q0yxj4l4EM7max/FFBeLPINA+pzWYfBIrR6YdM4x0fx4dp63voQxUEW10571unYi1LNz78P8t1WevdGGYIikHK3n7+Jur/ifxotD9YpXvOIVr3jFK17xile84hX/wfhLTajUhTxArZU24HMTbgeqvpRlmofzdlneST5l+JBtdoQCL7/eY8Dt+ugeWpI/O4BIdBmmAl9DEf2m+ufhbdIX7GzEN9n0qQh4m53T2ZxYo5dgFE2tFUVAL+haH07bc1yeJaY68xh672B5eWthoSwzx8giMT2K4dw8bh/qZbP7a6hNRy9QGXL0Ex4nKZTIlmz6kKJf06XwbZg4bx18tgXPlZhuzY62m6MdMOf85p+lODa7YALeGue4YJI7Zrp4XypK86lqOL6M8bp53uKCfRexkavf0C060FnSGhYGPpJ1T02M6KUCKZBYHmEv+PHPH/nHHdq4x1qFjTVNYMuksnPbfwWglIIOSV+AtL/zY/+FX/72v/Pb3/4t3q9siHfezoC/fKa/c/Qn09fFTenUxZHZ9l9Je6e1oXZ3ntAMGVOxlAXt1/Q4vNv6gqWe2lH3gOzM9dg7aqE6BUO31PXbWuhk0jdaZ8BhJ9xWgdYrMuB0t61QyoYN6HRvhktHGTDFenL0St43cp8bXBsebmM/ThuaN3x5tDhpe0OHPLP5SesesEFiGTeLSRTAXjastwX5PUzHhH0cc4It+TorY8Ol432jj268e6cPjkl8iEGajM6YFrkaNuCVj98Pns+GjMb6f/vHH2jLnPkfANxvG3nXxQPtJnjr1OljZQclJdp75z4gV7vCZ78gWMqfZZGrdRS5OLP+3z1bXvFTxVmdNDkzRen9Gjo2d/Lh6MhP0ibY2cljr+gISRXyBhr3cOtCb8bbmMRsW+Z9vyEDpqoWHo/rmeZKSrKU5FoVWu2ULe6v2y3xrCdtTMBuJZFIazKjPfNsB9kMLXPCrRTZFldQvIOVxcH2XCja8AF9zZ55trqMG2/7HaTwOZVLPUde1eP9z3ZCP8lr7wgPy6/TSIO/PPntaZxHLilUgMce5wRXbHKy8VA7XnQM6YFOqBe/Ut0XZ0o1kzUk5uP1CWvOJFntt53f2hutfy0Z9I+jkRxk+mqpDIr+zLv6xJXHMTDQTWMvOM5Ke3bkfhvXMVPtxMZ+suXEcR4cbT4LQhI9ifA25JJNQjV6In+6W+y506ZhqtaO/eXyAX3Fvxd/qYLqq1XSJIx7yDf4SooFoy9ezn3QfJtNqWDoEqTAbULwENxyGC0yx9+OTegajkheD1xzJ6nTp9wwA4M/4XveyTkj7fr7GM1P/LKw6Xjk+7UImq3cZ0RfhUCUNXbxsixGxTPOHgXV9I0oA64zC7VJwb6u0njrb+8jEqPeqz4yGBsxgKYo6C7o44TWzGQlFuzcJ5Lo8FmR9V2FnPwkVqfYyOaoGqEN+YdpDphyIqlech0e3+UizyLxYPgmcT1hfvO7je9nvHzug35hrEUuf642iLtlmOfFeTmCfbsusQFfZSSBkZgY9xdl/KcP5Q46kpG0kZJTtiig8vbG7W3nvgfESzxj/XOJq9zffuP9/W/c334hDw39lARlIw+4S6+N+jRsmlQKATn2yakSkrGEbjQJWgp5JCNa3nA/KYPT8OwPjsff2af8L4rmRJadMojHJ09a65gMjzZJmMkq6pSA/HW71pI+P6/kQRJdhTRFLXwHT/TBDaie8bNfJhYiuAa0bRYC5gRnZOy9xXayZOo4hrN9cloNyV+geuxcuiA4wr1szJZUb0I1/5NIhZktDsAmQtp17bPW+hDh0T8ZYUSCc/0QxpkT5tMpmi5tjw38dNoQBNlLwhOL14lmcgmCPQCtkjdlKwEhbb2hCJ9n433IVL+pcfZLDv36RsY+5wX3RhvnneTa+1/x80WvlXwbPL+zkzTz/BoiBGbk+41tFgVZOFu7OH85xPUtOW3cB/WPB53E+y2S7lYrtZQlghPpkqPfWrTmwjEEZaQbeSuUcnFs+tnYt7g/PcFpdeUnSQV1x9SW32btHcl9+TOqxVN5+mdZDu7fpAB0FUoqsM38wfFWF7QaTTTrtD7zjwLSFu/czmggaVFynXxFxbfL+oGqQ2hi5GYC9bwaMPd7GB5XJlViIynYNniiSbmX9M20vSOSmN6ZJ0bC2UeTqajSys6/vfsSjTBXzu7I4LOJaBzIavKHp9iUHHNN2Dfzcq9gzfFtNM+z4uTVsHc3ai+08f5pCKRV0hLTCC/Wupq9OW2UsnOOPOpRD/z0xSVrQ/L9Ff9+/KUKqtYvnylhUAC+2cqbCee8cdw5zZltWB0qdGHWOG5wHFJd5Un2hCdbHeez2Ujar+jGNz+l8BKYU6ykUdbkcXN2C9GM+Q7djWP8vDq1DqezlAZ1dHHnc1NEkd5XRZAkTHQnL0slMPuTj2TCECscRMU5ZGG+/+RhXf9OJtdrnWVCuMQ5wkXZVvIiWrBW1wbpMoqT1QWTwXeanI3QZLwIj4rTeI7vZlNFNQw12zdTZNJlMNjb4JlNgaRxrUzmHE3AL/5aUPAv/USX8X3MwhONCdg8omCoB8bd5wQyCsEl1jH+buLXwyzaV9H+ip8//va3f+Pr6+9AJOH7bQeNZGXPN35sf+M2TXlFEN6QwUW63X7hdruRt22JL6QUHZQ+WqWaE0UL5xIZ6IB/4zudoT45EiLNypbe1vG1eoT577jPU28k6+v9RDNbdkTKZWpthaZK9sv80+SbnpwA3S71OldMFZntXTOkHfiYkj39gdVOG9j+Wg96dyRPLD9oFurXB3of56mCHZ2eoqjLOYNcXI+Pjw/O9rG86UTC0HQa4Pb+BBp1XJezC0drq5ubNRKoxbWXWLWLk4mH4qr64lCJOKJOWuAApZmvY3Cz4DXMi6/Obd+WX1/WSuu+TFWdaMzMRFLvieOrYiPpc3Xwxm3/ZakT3rfM748HH+O8yjAongIfNZ0kVW6j2P3P5RIrecXPFy5C2gfvxhv+zaRXtKCuyOQyt06vhgyetIljAvXsq8lbT0eKrcayVuOPf3ysiadl5XlWbmPtClNsYhGauW8lJl9A7RUkhCIg/rnlHZ3CKuKUDOSdvBqmJbhcfa7N4GDLNO7VUCLsF9VncLvHabbgCe6jSSQKckKe66woabvz9fkcnxdeoqKJNKZiRx/XZFy62io5Z47RROoGarJEKm4lsZUNYzSFjien6DJpL1vw187RwN8lcrHZ0P3yk6y3b4VLeHFt204ajeIz3Tnbg7a46fInZI8jmDh1iAeVnDHrS4kwrDGvAqxbiBPN4qi3it4ucbBuw5uvV/o0irdOb6yp/G1LbJLWz63VS706PpVX/M/jxaF6xSte8YpXvOIVr3jFK17xiv9g/KUmVM6F/dQyIHkTbmcSmPep8e/g0pEJUNaOSQ+s6JhqCvxJ5U8lYZnlbI059g1OB0L95n10MEbg8wBTQswvOfHB68ljmnQbON5qRp8jeQv+UVkYesFNFkciMK7pwtXLmKAtCdKYkC3UihndfHU4VeXb8UeXKw11w+/Kgvh17UR1wCHn7Dnh/RsOVzymdN/UD5Ncx9zcOPne2Q3o4ezmyMDi7fuYug24nvVrTNbNooM83uJsFp2rNboLf6x8nXnAG9aphqT6ujKif5pmiuufIIGqirrRzBa8Id7uunYdR1wCa03wrZq0pQo2FYJe8fPGbb/TanRCD39iksjjJnm0D1JPvGlMjN7e3si5kFJ0kEvZA5bxjZtnPfiHNm6qsu/cBfI2lZtqKJUuJSjoflxry++hojXgddYdtLEP2GH/T5WqjX4OCI8JkNDbThrSyvKZ4PGgzRZxt7EHjE45FryfhYs1xMAnzxPHqtNHt7f5F4/nE+kBVXIPaO7sxLomsjkkJ49rSS6Y6lqPZz+pD/hooST49fXEm7GN6VHKioivTutnF05zWh/QlJ4wb4sjJcnJ3teuY2a049vYXQbMyOuC/IkMbJLP9axUO5dqZzfIVZaqX2tGzoW8z8dq5+PrwXOcd6PSqiA2vsuU6b0x3RRMjePRuZXf+ZCYev6vt1/4ZVPkeI7zCiW2KddcmnO/33gb0rO/lVeP9GeO21YuvqN1zrOt57AL5C3jc3pgQpe8HlveLZTxesOf45mzb+zpuzWL8NGcX+d7At7Ax31TkpCKTsFOzBq9szgH7k49OnWYRO13xfWbPY17DFrSjfOIPalb591vHGNiHc/oa2p2y5nWKt7GnpahWUWOAXveAiq7zYmVwXmGVUv8vS7UD0DWjJLIzWiT39wOtCfaUE991gd3ZD2bMeGX247ex+SGsD1Zz24xXDN57InWnSMZm05KQAYxnoPbKqY86CSNa5CRoEGYc7/Fvtvd+bKDOjiYNMFTQDbjYjfwa+rhVslFr4l2CkRSGolTKsGHmt9d+IlVdCgNnudJb0aiYDJk9TkHssfmIWDWY7rP4I3ntLip+UqRXvHvxF+qoJqJPgAtxG4nplxESfQ/yWoHLHCO1wN5KpIYHEG8G2KKzTtUFHWW9K7OYegiLY/CYyzigobow+RDWXBspkQpA+rW12YXFILYGwZfoVng/Yc8eEgYt3jYj48U1YWJFokHfxuwxZiKC31K/fYYPU98cyJjbuuYlSk+0a+F7FDNucoLu/7vvO6FSz7YwjtrfkbXwBnO64CEf8yENQoZdVsFmUofcJzrwZI1oSqU6cngMvy4GOdhIQLxraDyfiVHXaKQneg7J1Qm2ngDQUBlwXsc8KToLLh78DEkyeLEZI+8dhbQnSnIcUEh96RrRH/6azf62UMV9iGbbgKtHeTRYLFu1Pq1cPjb9hu320bO23htigez9wU17eYBB5nFCkLebqQB45G7Y9YW0bj3E9PFEcY9+Ij7PeAwrSd6P0gDgrOdO7fbD06JZMab0+oJ7SQNqOC2bdChWiQw5gEr0T7NQDvdffELpzn4XM/BTRT6MZKP+jEgvrPgCijK4vdYRxOIbJjHZisiuHRsSN18nSe1fvJ8zqKsIaTlCZUd0IIOiNtmRv0mMtTVuMlG4zEua4aeOMc5qkDTi1Ob0IAK+aUOb9ZwfJHIxQNuPQG83TvFEgxITj0PtMjlIeiG5sRtwvBqo/aTrzYSy/Oktk4ekNGc4f3tnaZfPMb98LDK/7a/L6jzHxUerS2Rkl9vme12D3l84PiYDjOv+BnDValtcrQTb/cbHx/TQ2pjL75grbUP7vTkfPchpJB18bizOmXfF4Q094N/e38jjbX75c77287QjwiBi86SMH80p50HmmfxEs/SKcZQpNA+DtI+hZc8/NWUqxAkmrgTwr/nANMvqX8PLuDn6GQLTkmFMnMea6RupME7FXOq28qBVDKtNuooNHQXWus8jxMb75G7IknDKoHBtzYjDXi+q2DKgutWEzp1QR/v251tz+yzWV6N3Qv7bGA4PHrjGHnW1hNffvlO3ksJ5DQdY+55BfdEGx2VXBL45HKOIril4IgBrp3NLhpCIsS2Jg+11Ub9RjlRVXrbscF7alUHpeXEFl+940mXsM7Rgvbgg+cvktHhbw7Br33F/zz+UgXVTb7n+TGRWg7QAK7rod7obLItcQY3JxOL1MdD3UWGdv94xzBxwgcj3DSEFHwQgl0Cqz+THREPvtJSffMw1V2TGAnC4fckHsB8FTNZQjxjDoO69SgGFr0huroT+6uqiGkQvAm/FoEpwIemFPyhiakGskXxALGIe2s0fE1aEImibyoB+njP1bD2GPBM7rUEBnp2m9WiGzPPIYuQ5PLTQIOPMIujMBa+vFbcAcmhwjU5E9ZjQxmdqSRKt4uX5R1QXd277E51X506YXLDxsZihnZhtqy7RCG8BEnMApMtsrrDoRroSzlwSxmY/JMgpu5d12TKeBVUP3u4OXmoELxtb/S0rcVVtLCXvJJ8TcK25ysRQFFNmF9Yezzu+76KmeDwTGNfGiA6hyD07ih5KeppUIzXOtjU6WzrIZre/hNlL3x9/QHA1+cXvQv1fILEv8u3O/cf72yLj9g4vz45xsSquQdhe3EBPYxkx/oMhatowkAUeQj48IhSEkhanApUOK2i7RMGZ2rLdzDDx3Xo7cl5NnRMnEjgqS+Vz+ZCMSGPwrPkxL4lah3dWnf6KIggmmMNuziWouzp4kS4CbXBKeBzUueOOotTRfdAKYyN7LNB1s59j4Lob7fOwzuPVfzG5O4xCq6cnP3+ho3rkptHke2zK66oNH57/7fFSfmvx4NbLrwPEYB9SxztZKZqDz95PJ98DtW2j/5KeH7mKLe0GovtDCPoPsyTksGZ70tprmmiWeNtTihcEVWqswQc1BUVYZuNRS+I2TIKTx1EE+0ca1ejIfw+hVY8sSUWh9NSZt9sahSEv6exfIve7hnd33haYxtF1tuWMIz7t8aTO7Pby1c7qKfzHByo+y9vyO5LzKuezubCeDsMpZmtfOMt30CNYxSRmh3EkFNgeDJVhR/7fYn3ZH3773jdneQsJFBTx1plH9PmLDmaPn02gRsq1zO9KIj1q2kkFRRGj4kkiYSHiEiK79NFyCmtIUAUiLryB2+R5819d98TLkobvNJsUMrlF9rPBn7lq7hRe1/X8es4EJz3t8ymM+9JVGvXGGz4b83NPaWE+QOz4WfKK/5V/KUKKldZnV53CQLfkoMUNF/iDEnzULMaUBgROoqLk/p0rheyyiUi4XYpWxEQr+xtfYbbSKbXIEZigjFhahJCB+nb+N2wNXURIkkHrulNljD6ZXZmne6yJEK7CpmAmsR7BGF9yglDdFx1FTuJoaUAQPUGWdYxThhcd0OYxcow2V1EVf7ETVRTxK9yoVsUKGkoaYgOCYypjqWZXRJ9TP6q9ChM5140is45CXKbMvAXITP0yK+irmmKw/t+iJKW4o2ahaHgMgKO/1nPDdK3ijYmX6kLaRqNJqOLhpP4FBBQCYiEXIkiXtd7mCceva/pXy4vyN/PHqIZHQmxpDeShxIXhCTx7f6D+y0k0JMoohmRuTYFpGP9mnLHwzSvn62fQKP73HNGJ3UNXuOentLKIgVVIc/pcMrofcPrUA1MQu5go1CpR6XqE82KpXEeZaPkN8o4r3Z80L4uMR1341lPzgkDIfaI2ZTZcyLlRF/rfTSSRse4cuJk6uqKAklJ1ugLQXBn398IoDT0/oVaWsVH8zT2xplVxdS9jAuTdSfnk2NMapLEFHvza4UjHf1GG1Yt6EhGe/eYxHXwNmXuE0VSKGEB1U7wThvncXbjpPPbeyQbD260zw+OhZx0vJ8Ldl4b1A/BNP5gH2amdU3NnCzCr74vI/Z/WOf//PgnZex7+7ZRW5uodA5X8HNBRl2/bcyv+Onidi+cz5FwE2JO+xYFe8pRbMmAxilG1sz5iHvlXoRaT5rZKmasn2z5Rmtj8mtOdsVtCtCEyNLnVxQz+y2z3wttQIhx0KJLgffjUcmaVlJzVOeoFmgcYC87zeF8dvaZ5xShW4uGNNHsfLaOD/sJFUUkrxzmtI70vgSi0BBnmBDBQNREQwRCHvz3z+cF90eigZNtTaBDLrVR1nUxZCsxrWegitKVrOkw5p151p5CbKaNAi2LDvXOC0KcVNazoNMolCV5f7SYS7nAuRQWh1T7gMV0ryTfkEkxGUJdc599fB30pH8y5RVlQbVVCvilVGgiJJQ6ksqEkouTU1q2Od0culzfjUgo5k8xn5xQ3/HR9PFvtIhX/I/xAly/4hWveMUrXvGKV7ziFa94xX8w/lITKpVvHBoNPP2ShBDlPCv/L3vv2iNJjqTrPWYk3SOyqnv2IuBI0P//ZxKkI52d3Z6qzAh3kmb6YCQ9BlgMDhb6Uo0woNGozEiPcA8n3S7vZXYUkghd6/r9Nkx4i0Y3AaCZxWRkeoAMSN9QPMYtjOFkyliKxtRldCASQbJZ1AEHcA6bsuxGXp8o5NHxGOXOroVLkBnna1zjS5sQoA9VDuB4DAKnOkkT236RTrFr8tWpqKfLiMoHnnlelwS+K8UDvgbj9JstqljYRvkyA/Y0JaLnhwxe2eQ76OikTK4R7pycy0xnctEmJ0NSnO9kK7gobg1z4768KWLO1wdUoZQx8ZsdFAE/6zAQhqyCpLR8a0yiyz4lSoMb4QtDLQ61++rclBwmzua2Jk2G4qrLJ6LQgbyIrM0aYssp6+qWveOXjft+W3uMcCLyDRkcqW3PbOXb6rSqTt7RhMIF9Ky3k3oO81hR3FmdUrMO3jGfEMAT74YPmKFLDQL49IBDoBvPCWXtDZEWpsPA0Y4x3Z3S7R+xt7ysZy07SbjWswk+ILQQsGGzIGnD8F+TmH5BSOt+1k+2QbbefMzgl41CSEHMqUoQtM/YOMbaqfrJx57XeXVRql7mntU0DEbHRKnsN0pytsFhEC0ghk0+gTvOE7UpA93CUqJf3KQCy1MQAr6dBSahROZ5jomVWTAyp98e7aTznTQm0PtWyEcmTea2JLaSGDYwnP0Eq0zT1MwW0sZjqlRKoeyF/+PH/8X3/Z8A+Njv/KgnX3MXOU96baQBKxW3QD1cOHLe8etGbx0dC7NXp9q5JjVZlfq4uIztbKS88Tim91oiqVM2oSwvzEQqiWOIv0iKveXn2H9wB00r30hbIuXp0hhCB6JO2cb+UyugtDmFHeaz+3aJNZztgFYh38ZnCIPiPDlRdM7ma0qyFcEVbt/j9c/ji1tV7rcxZVcJqe9lZOnsZeM+Hqfn8yc/f/7kYw9OaNJMpXO7by8cEOc4TnSb0EUjS18Ipe/3OyrKpD1pEkyVNqbsTZx+GueE7+aEF17kvgx3WfLy6in2zLG/nP1BUSXlRF3c1DAFv4TToNu5hHc+yo0t36iP4ND9rQassAyYc7NGF1/GztMIfdp39kcIfTSfsuuJktPY2y9hnRcDHDRFHjXzwWYN977M69N7Av4P409VUIVh4kuigS/8qXvHfQFGaLVhwoKlNRGSC4dfN5d4gN4kvcDEkHVMG0WYjsSiurGj2HQEf/FVghgru11Juw6Dy7kkl7qeXoWhu+H6Qgi3gPyNPJ+nefCPZrHTAx63fKjGZ55n1WqMecUnzKSACccyigxzQDx4ZnEMB1HyZCaacYgzqCF0avgxjM9QUmLb8mXU605sOGORuiEWZqHxVifW0sXzcoUuy0BTRYJXAhfhWxyQhQV38TA5Hb92N3xPa7PqZkhrS5lMbRj/TiqLdsR1fcstwMsLQtoqiNngwcwiPXw4bM71c2bbhDzOW7ohqovHZ2tzf8evGr//0//GNFUVaSD3xV+czmbz945HgjQTcAuoioiue73aiVtfa0FIdEuLUxVCFok+834J8ZbpbQU6sPaDeGyN5g0b5rKP54kQaqMA+/03tvsHdp6cp61jSmKpmQoJ0YJI8HK69VGgzHcMIvjaEbUBF4zEJThOc7dVqwMmOPfN+PsQlRlwuH7w+XxShiJQHSIYkzOpWskiqF8Kq5puL82q2BfTVCbUI9bzEsoxEF2QFc2CkC7ytfrwqgLGtfWj0qutpKh32JOSx7X0LePlgiF/Sxv39OSQ+C4evWEO9Zzqp8ae0yriWj3C/3CoQCZNiAHynTr5ph6m6evrF70w5EDKsedNxdW2bpR3/IpxPitp+r0Rvk+Lg5mE/uPAbuPF1fjYM/k27rcj1C+Rdr+WAAAgAElEQVT3bcNGIyJvW/igaewHOW/U6vwxGrBFhNum3EaXeM8lcp5JU/CGnx0ts6FjuCmtRZLvCmXbV6J9HJVK5bbnlbR7c3pvy8xcsaBjjAJLk/L1eDLoytxvG+XG4okKwa2cXn1lh8NtQefaZ2fb7sxs5/E88Qwf32+XYFRtdG8UG8eUhHa7jMUt8+No5KFU+u2m9AT9OSDIJvjRONtU7Svs1pdIRQGe3tb+lMkcdvKokxN6sqVM9vuiHbg59ItT7654PxcM+b7d2KRgJb7wf/lW+GpfHFPFz2FTYaqotdYwLm+sr8+vgAzm+IPtfkNypiMvDbv5Zc9ngSMktI9GlFnwxPWdvPzPxJ+qoMJ9yTtKPD9XUeME4Xhm3DpM3rZtlklKNYZSzExu4gE2ld96j8nQFE8QiU1u4U09xCRk4Pajw1RXIYFGdzMt8uRIwVbRL6g4IkYfiyKMIa+BEkiot8wuVmtsm1K2kQS403tf3eZhC8qazOXBM/OJq3VUWQ9wTZEG1WpX8YKQ8jWtcYRiujhORVIIgIxjbhLiDWta5E43lniDqsQ1vHj5pBflsrM1UiqLmyaENL2QFh8p9BKFqXnj134wwuntucyGNWVyTvTByeD0UZ1N081IXFQufpSmcvGhukXCKdcNkAYZ7VJcM9zTxdNLSnW5Csl3RfXLR9m3lbxqKqRUSGN61L3jL2RpN8G6vwhQeHRGU+KmITKQz5OG4zqbCylEYcaDO6Ub5kJ/fo5jBj9U7dpTPMkl5W+N3it9YP1FphjGeLmUEG5xB6aCXkXlYz3IJUdzQyf3T52SWNP8KHRYXUw0TDRlVZahRGpDrAcbU/oX/P3czibHsXehf/1gv0XyYB6iNXP/zjnWng3+SG0VzdtqkNE7qZ8c5zwn0C3RD1nfzdMrZXzGXcrgdcyiMIQ0cFk8CRP7u8+QclzrOvcgFw6r3FJI1G/q3NzhHEmXFB7nsfaHLAVBl2IWm1DNFuG/HifeEy5CG1yynHZyyfSvwetKG93TSnC8G5ISMpPV9x7zS8dZnTYmTq02yi7cb1EEdAO9F9KcLqhQDXqfRcFB3u/kLS9uYq0H1MzXZ9xPH7edp1XKvE0GV3kWTKLCVjLPcQ+fz8a9jEIf+L3c+PlofAxeF7mw5X4V8qY068EDmkNVOwEn95mLCVI793u8Z1bl86x8rEaBguxLnKEeByWXJe7ypQKtYmP6XK1zL3eqDTuLfnLPO+2wZb3Sm1DKhk8lwBqCYHko6D2PB706+1ATNza2lPn0uG7ncYIZZayzbyUj0he/3nuIfRyjUOnA2TsjnaDoHoJnZqvRLOrs38qSQe89o0nXtf1W7pEr9Wm6m9mf8GPkp7UWJNmL8e+NTKYPFdGfBphTFr9eSd7JpdAmx147LhkbCWaSQBDMZroUJ7NH8xCgvhs2/yjeGKR3vOMd73jHO97xjne84x3v+C/Gn2pC5cbll6ACcsmNm0cX9xwQj6yw777kiVWU2p3knT4lxU2o7jzr9IWI7vDE34gIWfI1iSGkwdtS8SOaLeO3gpAkLf8EDyQd08pAPLhO3WTBhgDkhUM1VWRWL2domK9O6/iMs4s+J1Tz9ZkSEuYDSlPFQ9Z7vkEPaUzNLOWeqc01lQNtQA77OG/TgAVO6kDHOJovaEsSDenhqSzTewyHFilLoVxKhEUg0Xksv69GAAVAl7pZXMCJq54dtEtwT7mV2/p9d6e1S0Y5vFLlxXPmdZo3OWF2KQ9qzNfEQxlpHrMLq8PcMPrjuSSstWSkvyiyvRWNf/n49vFB668wsjTuzAEN1oQN1SXTOibNE8sKYgm2++LAaNnI7mvSUi1w9bVPNSrH67nuqdYmN2t5DCBSl4KmuVC0LN+6XAwhL5VAH8pz7r7sHtCCkJlkn0Dz2fLf0wQ5y/Iuqc1xa0vuWyixMOYoX+Ty6AOE8HuaZhAqGhDsC3Eb8BfvnANio1kpUqBM5cCQB256wa3NfPGblISUwiQQWAvu67Q9QJzseX1EdaNkXZ381oMvaxKQyziNTCmKDQ7CeXrAe+eeYPB5dm5pdP/3zLctk8d3+/PopFLYx4jqOCtHOxesUTDqcSCDs2XN4xlUEjq96/oZgO3xBXqvmBgy9tZcSiAapmrk2zz8lw7pnTbguprgt/uNfdwfj2Z8fTZ0IV4y1jp9mMnebjtmRj2fa124wXm2xQWyLXAdY3sIWL2EYTCEEm03Xwp821bYbmlBks/nE1UoW9zjR600Yz2rd2mklGNiPCbejwocwjH2sKM1tGx0nZM3458/PpZNi6U0puETOh0KzW1g3e4tcf/4znOqIbqiKRTxADbfkK6c9rwsD1QBpQ0d8+aGZF1TdvXOrSRuYxpoAkeri84BDuorz9ryxkfOTOHep8canClNQ7CWlgx7fDQBt+UVJ0nYtsIxpoEPOfm+Z+7btMDoFE3YXPsisBWOKSOahWe9bBv++ftvnMfBMUzAv9926nlREJKPvLK3ywMspUFluLjkoaY4c1wPGPtb3e9/Kv5UBZX4NKWNB7SmwZMhNic3R0bWb835OpyPIWHbNNHcSN7QUXR1zSCJ38fG0DR8kOqUwXVI/YJ8GY6Z0AbHKqfCVvYFlTmthwSmTT5UwOraFH/QMMXLKvTBBUjiYJeHk0gYbS5Tuy0qtimbKyJIumROncsPCiKpT6arKNABnz1mMSSRF7kLmifBMiCA05+lI8M8eBSnXXBfNlWx97xwjVx8LMwxfteEKoOzFHw36zUI+YCmxHH2ZZg6qz2Pi/TyI1/cMXGJDGcWLwjquopdleCiTSiwahj9zcJTxEBkjb4hCtlJIJesaLPws/HLeE8lsc8RvjhN0+U31fooeAckQ9/Jzq8et/tf6NOfqT3o3ULkhXhAmgk+vZKa0TjXOsiaEA+u3hSuSGVHleXRJL2D9uGJBsfzGRK/Y88oKqDpgvi54RSKTLnwgMrWgd33XnEDGe9nBC+pe138JOmdJhUbQhatVUTTgt+d5xH7xCgsUEdzXlwekeFDNwqsIhmRIywZCJ6G6+UJmFDa4AatXcMNT06dHiuaKXkjpwllDn86nYbk04R7ycUnXDNp+DUd7UG3A53iPm0CjiM6IJ7WdxUeWEbSjujgNCUhZ+dxjOLWolU2LS1mA+0Y5/DRlW/77/zz9/j3H8dfaX1jUBi4p0w1oY1EcMIq0+Svbom/PU60Aja5YM49JbZ97ueKd8FlXpcwVV9M3PMNyfmVowg8ZlNwUzQnTpvCLIYW6M+RX3xkRKZvUHCV2llRsSUikXPmPI8X6GzBWkf7tPIofGw75PFMa057dB7DfmAvaTxTJ+y1kLSH/Qqx51U7UZncJGfbM9pPbO5ZVUkF0lgI0jsfKbMtnjg8xeiz+PF4zm5p4ZRJhDkuwJYkeKlzP1HFE+RRoGVJ/Pz6ImUhjed5SYksQi1jXzwNded+38d5Q/e8eF5fZ+O0uo551o535zmcmEp+4p744OJgIU5J03xYOFtFR4Gm4pgprdclnFPIYYsxPtNvuvNb2fk2xDz2fKNLZ1a/0o2UEvsQQWq1cj469hzCGlsJifSRv37bE3/U+iKbkUCjiFyDhjapL2M/AVrtL16pIVo2K4Xkf6qS4f/3+FNdnZwz7UXjX/wSoegnSLqSetHgNgwvOaChInRRRu4R/k1uSylOXKIWWsIGPVRuJv40CXkfXWggYWTSSsCzhefSfByrChW/qAUmNHdOs0XyNA3zuQ+ZRZwPiYm5+cQEqbUpvuGxKuwq0nw68RJFZTaljRWjYqDOfWwE6sLRRhE3uQIJ7ptggxtWBy9kGwlZGoa5M2FyjY+Q1psCZuuhH59JVqEX06GrGLLWES3LgyapxgPBXzpAHhvinP706X0zCygszPkmB8p8kLvHJp+I5GPu2SkUx6bvhDCK0Wlm2i2+93RdW1DMfV37vGfUbXXKUsrRHXrpir/j1w4zuwqkHDj6pQI6hBtmM8PaJ93sSj7KjuQNsZPjOUx1WyHvG30myHb8nZmjWcd6Zy5gzRnRgttUnjtDXSqHwhXFafWkDVKktZ8xmfXJZPfwqmkP+pT+JLyumMqDLSZnUynQvAZ3bDaj6olMbzoG3xAfk2Tw3kHa4gopIcyy9C67gMoSpJjH6N2WgIe3GgXqerDv8Z5rTxF6P9eUPHli28uaQDV74m4Xx0qjmJyKnM0kTDbn3ycllUxG12Sum3McaXFJexDHSHpNvVXhcyRZe+3ccudfbqHQ99dN+O8//l8+j+n3VchlI+2XwSla+DqGuXFRNs3sOZO3WXALSTL3sfcepUZBP/7deg8+6xTweU/Bf+m4ffvOz9Gw2dKOeOE5JxIO3oVjJNA2/N/aSNDPZ6y5XDK6/BM3zJ9ouhLmlAsfKZLySBcqd6YYjNGkcxtJfU4hTNnG2u4az0gbe8dWMmd9LoSI947KjiZ4PkfTthS2D8PnhGm7k3pfTWCTStarWdJ18q9nEReImqkimrtzPjv1nDxCuN8zpw0RndTpdpJaoterKft0OMf0L5G4pZ00i7gMbmk1mXo1WuuUwalSd9KLONh59kAfzMZYTogp59nm4chJl6muSvh9nb2SJQ56+okexjeNvbvshZJkeclZqvA0jufwEDwbD3QV2I/joHbhazTPzv/7Dz5+u6+s3jqcXtdEU0lsmrDN8TGp02rAtRdrUUrOi8fXrSM5eLVxHu8N5h/Fm0P1jne84x3veMc73vGOd7zjHf/F+FNNqLp3JE28KKHANqtzD+jbNW0CHKYAl0ggszJwW6pdTu2dR58cKnkRIA9uEO6LG5NSwOPKlA/2mJxc6m4xRZnSvTJUpWYkBmo4Cbo4EY53WbBANKZrk8fRu6NJV2Us4tHVfcH547KmTarRZfeXaVFGVye4m2Ot4yrLswkRmspSrBE8ZIcnbt9lwBSvCZU5a1ooBMdrTuLU/BVFEBMtV+YoZ0qdypyaqQacc6jqQYj0tX7JqOctJkEyu15aEcnr21KNN5p8tSaKJAtPH+BsNYZQc+qWAkZwzctlvLdcrxGhc0EdtQW0cSDAMO/hND7Os70HVL98nOdPcg5YmTC4gWNCYa3GREonFGXHaaEWCaTtWwiCysX9wxx7HCSZsJ4HXiU8i4DaztCzTJMLkHD6mvaYD0W9Y057G/U8OI6QNX4+n1hvzEFrawe1PumtLxlisxPvjsx2rIDVxlmHsqBWRGV5HW3EutIXCJ+wxC/pBG9rqVkRcOw81yY2vOzmb0Oy/WzngszklIYFxLyWFdONNvbF1k7kZerd5YnkfcGAbuXGwz/p0/NFguk2oS7uFryq6RujShKNvWvJVjuqbXFmkxrdHR/qYiUrZkodyl6nK8Uy+9gAfv9w/tZ+Y7uNjvJnC7+vpV4qpF2XUqlmuOfg+s6fWXe+xNgGWeO+31AznuML7YeRW0CSYXLN3vGrRmuVi7ZjnGddXKHqnd/2b3z711inP74+Kbc7ZTxYnvIklcK2b5QxgSoSsuZTvdZ7JxddvN/z6bSu1PEsP83JKnwbfo9nEp5/+6T8Hnve1oTW6sUzb2fscwNNYt3x88ln9eW3JEXIPdNscMO8kPbE8+sxTlRRdwYti9YMc+ExPnNKMTkqY+3/7J88Hr64RFu5U2pDx/5Vmsc+oPtCExzWkBcfOtly5GZ9WsMIOYX0OMT0R8wWZ1PpdNOgbBBc/O+lkAc8uBThPH2d47M3nM53btd18U7SsiTLixTKltmHr1ROBfPO0abinmMY9zGZM3EeP34w6HA8z05Sp6fJf+pgnTQ4Vc/PJ/eyr8mfuWIGejRkyKKXJDzdKeXaq633pVQL4f83VWNTeUOK/1H8qQqqIhfx312CnzQT4iTccr4KFRrPAjuTgBzmiCpKHw+85kbrRp2ZgkYRpatw8Cg6Zm7Uhe4X0Rqc/MrzIThSC3bosDmLc2MangTJg/g9/6aoXqITw0D3lZ/k/gLpk5AovsQZUvAsZiLRQsz4Op6CpovE6gZbolcuSFA1RCzIpgR/oQgMBWOqhNzmRREagLmX+aeLX9fFJ9TgernKS+0yJNHv5RLFcAu4Yp3n6TIMgweHogs5s0iip+niS833EJmpb1zz5NeINofz8PXlyfigrweYxfCEfA7BkVlYul+kVQiY4c/HsYiplzTIO37V6NWQIaUbhVO61pqmEICZhcftTrZLCCUpIVjgl+hMtw4ifD3+GMdvAW1l8rBO5O+EbHoIEEyD6g61HTyHrHp7Pqj1pI9Ow+P8hN4RAttcjx+4Jty2RWbv7Yl4QgaM0EWCSzGgzPt+p7aDMgukpNjLvlXHgl7colE0TKKzuy4DWogmE+aD/zWOaUKhLTlnlczR6koMm3UqJ8c4RqtRfO2zkBDhPD9JzOInI5pXQdUHLHk2ddLwrcty7asB8X3lZcaWsKCLpYRoyBLTiTU+mzo/xSnWEItiNnklS13G7/d7RpNTx3d3WPClsq9NLST0pZOGKImfiabGzz4/t/CX7RvH82/ju8g0lwW/ntL37/g1o9UDphk1B89HwoYs9rZnjEoahYPRqfXg42N6RHX2nCkpLd+5x/HF/V4WBPioje/bnTKqtpMHtRvaB88hOeoyfOQC2uYmqxmybzvdT+rwyduzUJ8VBucbE+rpPB6VPMQVSo5CZHITRZTWG8cQkKnN+e0j0ydnu3Y+j7qEMz7I4a83krvUd1JvS8QiHtuVnQF7zo28FaQLdXYxc+xXbcApd8JGZTWW3elm9OnN50rKLGENkYS0yzJFNUS3bEGvw79rn3yR4UFHmvlJGKn3SCLiZxjobT0vTBvWG2efxW/wwe73OK/NNtSM84znz+fRyGXjvo2i7gYuxlGnd5ZRbnntVyadztUwip95nFO/eKG88O4dwfply7Eae+/4T+NPVVCllC5VNhwVXRtLeLg2aluznChKRqKSPB66h7P8ELoLTlrO1Xiov82irKtBFtKc3DhYgnMmUB5JVLsqKoSr6+omIL5UwrQ7tbNIi/M8BF8VktGiyzqTuBTFxew4CUK+1iypaBQvY0Pth4Wo3jinkjLtOJltMdFgKRR1+soblJKuAqV7FKozQYo8SlYi0i0Ki7lp20hmXk5qTM7G8RU0r/ncnCmtRMXx2JC6rc+pSeN7mCp/Aqc7c1aXch7TJ1/HMDFkFImpJHr1RbLbSiL5Je4BsQFOXhiDw6UvlWBMp65zC6uca4LpFh3tPlpKr5yRd/ya0VrFh9hCThlJfpnm7jvdt/U977kM7tBI8vtUa5NVEHUzns9jPSTdbCXq8QPCY8insmD8rY0J1vH85PH1B1+Dk/X8enC0kzw4Wd1PvLE4V4jRHk+6/wz+J9H2aV7RNtdfBjXSPhK1DlodW82nirSOj+TBcRAL7xkAT9HZWmvpZSJPENmTBO/HXguarouXlYHaGo9lvKuQIA/yey6NpLqm2WYV6SdfL8WJuC6zYtxIOJImpyHec9qxGDaM3H0pYOn4b/Zk3WX8bkyPLDzm5n79iZHOxu8j6fh++8b/nu/8bRS7//HV+eNvj7U357JhVRbPs2QhqbOVtJpVZ3OyCTY+9+dZuX3b+efv4X3148cXj9ZWJzG9E55fOrpl0ugqbPobiUobo5uSezQCRlfgdiuoCGk8A7/the+3mCT9/BwCMhSS+WqObkUQ6TwHn6l1DW7PEDPZN8FFV+NSxaGUJd5y0ji5vNPMBOUq+lwUKYrscnGiulO9kSYHyuB4+FqbeXPyllfD8et0fj6Nf/kWhUSWgsmD2aEtd6WZsb0KVHWY5uaf4qRU2ESXL1QiGp+v6JKRtsS/c+E8K1+P2IcNJae88gnHkXx5TPbeeR4nc3covXLbbkyGfBejbLfVhPZudA9TdtULFuXel+KyWuybc0/shJLqc/Cyanc+7t84xz69a3R8ZLvEPmKTHTnQFvnw3PPM4agdSbL8WknCTcrKzlpvtNbR0QQuZfimTlRVeucw/yjeHKp3vOMd73jHO97xjne84x3v+C/Gn2pCVV+0u5tEl3dpvLjQ/ZI0bxhZBBl8KWg0czT56lomHwJ+s5hXpeQLNkYfMJEpSVqUuyt9qGPRjVZAp5R7M7pecJ4EbLBcyumO5k5rstRnnI4N5b/4DMHkwqefwlDTmzKYProWs1Y2RxldBkA/UnSTR4e8uSF7WZj96CoLpRT2dV3HIHh0e8JARuK9RgS3bI7PLUb/SxZ9qJ9NaCTh/zQnfdHztaUk02ucz5z0dAFM0DSUsQjpVJIuVR53YZNLzjUhWLk4Un10p5bvFCD54rMddDIXT8S6kM3XdAGX8GxAV2ffCC7YhPTgoZYzUQN5XuOrx807fu1wb9iQjjVJZGGNg0USKb1MOFImpbSmnpqANFbKlF63xnlWWr1UOr13bPCbwqeuXIqYVMyN4wxY2d9+/MHf/vg3PseE6nxWzBt7mlKlIP2a5KqEyt+jdfrcHfOBdWcf042shltHztv4m0qTjdaC8xBd6ETq8zMNqOtSIPeYTs+pt0go/83uMIJbJ5HWz8wPbmlbHIXDDBdfyl3JCve8I6N7X/I9ur6jW9vp1CCIxvF6w71fPE9i+tXk8qF55djGlNGvvZ0hZe/XoO2sFpCdhWAwJOmCDdbWeeCUMR38yIl/zVtoMgNfx4OPfVuwmV6Ntl347LKHWqGL8PUVnfLz6EOlKz7nx1nYNPP7kGP+tu2Yn1xz9Tfk71cO7520TdiEcU87P9pPAI5n5Xb/4Ji+mPkG3XkO3s63fedfv9+hV2zwrv7t6yDtynM+ew5Dk6z7RKSxK2sddFNuO0s1svaYfj6HP1z1RpJEmapvybl93GkDvtd7Zd+AlBnIM55fDyw5v3+Mac3h7LmuaQ4ibLIthc6v5HzbBXTYC+SEmy2Inw+SeN4mdM6Ravz3FjDYuxe+3W7krWADmVNE6d3W+k8eHHAdtILWKmbtxYfK2bJgc+LUKoouGsPXswb1Y3pn5cyW+0IWCM5tv5EnVJuYUAmd/TY4tZpRrciYuqtXmjtt5A2ndbQezPQwcjAll9iXPyxD0QUZfNqDpHIhAejQhTTl53GOs4e9xbjFGp1ktpQFj96otfEx0AciEsef9I7xPb/jP48/VUFlzVaS7yqIhSw5xEM88PCjUHHFrdOniV4Ogrc4SLn4SZr8kp1Mgsu1+biHbG1fY+HgHzCNIX0KJQzcf7NA+kyejQimcBv/bqJ4N27iy8zNPN5zm3d0Dwz/OQqBzRJSDG8TphLnPauX6pEopPWWMuAhVyHyyvsI34EBU3rhEuAw7UeV2EgXsV51LPaRONIRkyVK4S5xHuN7co30cE6+Aar54k/0FrDGOS7XcbGbX8lHAza/eFldo3Cclza5oG7LKysug6Flnif0xvLwiLe4jucOyXVdN0tOc8f85Voxi8HxGdwWTHFcFqqxkuFXs+Z3/JohKktkQjUh6cKXWzeCkjhk08VQl0Xw1aTUeqJcTZfjPMPkdhbpvdNq4/EzkgPDKNuDXEajQDLn8eTz838A8Me//xt/fP7B13jQSRdykgt74ELzMK2Nz+Q074T9yLgvzUh+NVnwDmbY8KYp6QMp7cWjTePc+ySZR9No3vunO2JcHoA4Slrrv1tAacV9/VTTFI0Y16UbrfvykXMNaF2e8uF24lYX39XJqCsykzBPHLVfBsgIHVmcWulBvp82CuqGqdK70AYBuyUlJWGd9ibQrqZOB3Lvl5+XS/CdLLhpe7txS8b3YfT7+zfDvPPzaxTPqfBxS/iAW7kJRuU4jOMzCkkRId9vy6DUxfj3z588PmdxmjC55NKnj9c7fs3obtRH3H/f9U7vjfqc5tXC2c4l/qQiNHHuY4P5LQk32eJnW8DlvnVBii6vs9ofGO3iDqZYA3OZ5LxRe6NMjqYrkiETENOvn//Btv+OD3jdaeDtguOZd+pnZd+/L5ixeCbnQprcMDmh5AVVNFMe7SSPhebduJXgggE8WwMy5zje58+DnoT78Kn8tm88DfJXrLPP7nz/SyG7s81j/Hxynr6OefDAn4XvW5zX8/h5EfCBW9549MbxjHWYE+z7ydkmNcIBIw1PqKxGbWlB4rY9c54PUpqCE4KrkjHasEnQ1JBt5xyN6lsqmDeOUQTWs7KJLt9TXKNhO83Mb1DbS+7nI4cdEvdJMs2dblcRlFOQSPocLDTCwuKV522dIkNMwz20AsYemC+1inf8J/GnKqhAVrKrOoQOZvcPwezFK2lg7KdqVCjJSXCt5lBCA2s7YenmTruavTF1SekiiEdPYD3dShKy9sWhsqyRtF+KEcDlMg4hStFeFBq6x02ep4jE8GiYOPwyyNuvZOukfm26gzT9HJ9hm5yPmTupQb/U7VTC+6U7zGWY4tKuSUu4XMjagMwlfKjWxEr+DksqywfrtXhhcQcmt+wy+tUgx84JlsTUTPXiabnPCVEcc5vXbJogrsLnek9zox6TkxGvmbOjIor3S5HRLO6dyY9xHPGg0C/lwHH0ea5JBN+uQjE1cO3BSXn5u3f8uuGkJQgj47711Tk1rCptFs7akQ4yOFeo4gZnfdBHMWK1U+1S6es0HscPPofoQH38hHyjjDaludHrwedX/P7H3/7gOA7aUuAssOelCqrunO3gGIVKx8mSSTmRRxEnZCTVNRXrXgEhDVNLsfDam8mId4d+4mkm9RrKoZcZDS6KjwRJPQywlyecd5D4G1ldFaV6W5wo9ZheTS4YCNU7Tly3bLL4ZhAiFm6yFl9DY6+eSRqdji8fK5UwuJzecH00obpfRHZHWZkEUfSJslT+qB3FVjEsdLC8fAe/vLN7XUac/1p2VDPuUXA9JYXK2EhmslogE3Ii/dPYM8TIqcC69kY9nvzHz0hoWzLyvvH9WyRu/uY4/NKhmy7VvlrDY65Mr6OU6R1kCLXcysmWlL98+wbAPpJhE+N2i/vlN/vg0b6QMRG3Jnw9H3yMKfRgi5oAACAASURBVMn9vnG2zjn2n/pobFmYUJ/uxn7fJyCG33/7TvZEbXF/nnawl8zZZ+MykfbCz6+DdsZ9ftv3MBiu82krPM8zfJyAJBu1Ns4zPnPrxranF+6P4aIrHzlq5ZZulLE2n+1EgFx+G4f/ydfj4Ogd3ac5OWjO3D9GQXUACue4Lr06nu2a1LFhlkhTkYZG7Y19H4Ig6vSzUoYQRkpC73VN2dgytTulDGSRBYIBSfQjOJW9OzdJpDL9PRvWfYlKtAY1ddpjiAWZxTawGtcJhGU076YgCZF5pTpI4e+SJjRQOJPG5WEWfC5T94575hi8LS3ASxPR39vLP4x3ufmOd7zjHe94xzve8Y53vOMd/8X4U02oSk7LZ6SPIUyZEykJnH2f3WIkFPCWl1JATlyMPgWxCPzpnIL0fkbnd3EmgiYwj9Gbx8RnwpVTDhzseMdcNEY/Uz6veUilz6rfDDYNyJBNToWA6pqSNbNwvJ5KUxgqGt1aQjXMzRGdKl8xHdonXUIVXBb34Gw9FK8mqHZMwMQuxUTV0Y1fClpCtxfIX+D9VveioTHxmnA5ibHxUmBcsqFcf48tSJEDWS6OVh9yx2KXfLy6Ud1fVL4EMRbMoFuHrKsjjQePaoL6skxFvwnXiZel0WIqRYcc6+iS9QFTEl7O8+8nVOaOtnV7cGhAoea8Tnm3d371SJoXz0c8FDjnPVd7RzyheUwXTHALKVwI5ahaK+fjJ21IltfesfpFHRyF1jvHWfn6DBn14/EzOoRTZancEXdqHWwfCX7khNc2O9EecusQSoS9Kz6wbrdbJpHIrtQJBfHY0+rac5Sk0IdXybYnsvUFLRE/aS7Li0YIj7UJbd4k/pO1sYVX30TUSHXENOTfZULuhOTXi5LGvF9epvmqhTTkmc/+CM+vMdUOLlujjc949h4wx7FfbAT8ez7wmjkVX3tO64bSMS/r+00oyWV59Lk5tbe1d2YPHcBpozGYoPSxp/zwTjHj25gw/CVv3H//xjb2mP/nx8m/fx78NlTcRITPdgAbaXjTbMnxZhz1a3yGRLndyVuoufXekHaQxnnfBx/jHb9mSDvYxkRTDT5xttv0PcvUr7b4TWlLfPv4xr8OeF9YiRhaM23wiR5H4/k8qIOGYCmRSWvi1Kqjrtz18sG7bx/0IaPdHpX7XakyYGl542h1QenpmU890LFX7KKoOH9rdcl577eNlAUbudfZGnZCnjAzqeR8u+xpaHTpJP0+LkrnRuYcU7OtbOzbttSXH/XgcTRUgmuWdePz68kmwrf7UMT7LhRRtjFxsrMg0mlTVj1BLrJSM1Enq032Rih5iqBDBr24sOuOz+t2dLa9MF0LnvXJx+1j7cO9h61ESco21nZrRqEwjSvNOp9n4/MZ17pWaLUtXpbjeIaPMu6HHvSOMpGKaUfkRGTcD7RQnH5BQCFOLorWweMEzIw+PL28GUkz54CQbzmk2s2mZ+EbZfOP4k9VUJnZ4jtZB0kX/rQ3D3jOJEET+N+2EmxnGxypNs2BMZr3JZ0pqmSTVUhYj+nr4lwZ1PNEpndBG9LsY9GJW0D65mbkxs2VubuloU7ZHPDJH6q03jmnfLAIRlviG65CSXkl8WGYGfyD+YO0K9sosDYVWrdL6nsQM9PYpM8aH9elkcbtEWPxvhINGzDEaWAaisZKmsmJd+yFEO5M88957YOUNWVSRRLpksVAJQVMcnG0AsqZLIpiGAXzK5631/U6IKSmzRZHIklGs/JcsMXEltq113RHkqLp2tx6f/Hv8iD0K7JggT5ghW3cH9YjuZz+GVmdJj6BoMtU8B2/boi82APQByb3Iv2asySGlShOJhyv9h+cp4Ux5njQnrVSnw/qEVj98/nF83gueG31hveXfev8AyUt7hAESdkkCjJpDaEtbmCjgdgiJs9VGCtjiqsY+OWXNVlPOU+IToetkGZCdE7m02jqeCf7xZFCFJfL0BoRuumC13YtND8xUfLko9LA8983KwZPASCrIPQl5qFuwzsqwvqJmXG+iu3IBT0uIUtxPR+k010W37VZY2uNrAUZGYroMCm2CRMcYjfLwiKaJdMjrAicLF0MBPiBrXX/ncpt/+BfPqIY+qonRy98/hweYl0oOWPScYmCWzyj3lC2cZ2c1g7ac9wf/eQvH9/4/VtAm+q6yu/4FSNtG7fxrH6elWTOt/Gca5IwKvc8hRUy//Efn/gWa+L3+wf/9C3jdmO/xU34l/OL8+j49JBMjVsptLFyzm5sW+Y+oGz7WdjKja9py3AYe3XOyRs8n7R6oDohfyel3RbNIZoszrfbhuaRe0ml98seIHnCs3MfsENFOayvxgWewBMyOdgSTV9W3tWorb54ihr3beMxIIZqnY/7Hd0TOc+9OONVOaaIjSoFX5wozwFpno1pvFOsUZmfYSPrtnynpBd67/wYEOQPvZGSX3DvorTzuXKmZk4WpUjmTIPnaNHQr8Myw0z5t68HdcB5z/OkifD9Hmt/33LkjiunjQZe3uI69nqEcMbanQfD+8JagxqNTh6v6W60R13wyygaYWlPeMKtM75utm2KuL3jP4s/VUHV7cXtSKKImt3D6Ewox+LsOildHiLx8B/Jt85qJY6n/eJZdcLQDQBzRF8SBwXJaanPpNHBnI+4yVGYvBzNOTrcY4GcOGrO5r7csG0qz83pDkNVa/pnidFfjakIHO3cSOZP+1hUh3WSsJRjdEtYELXi9TrW3TC6jCPqJbhB3DTC1bnto9E8r0NWCSO8eaV7XOeZFM7Zjl6vQIb62fzMEifPddbx/ssc12IjvUw4LThYy8TORpE43+NEPJGmag+NLHrpg4wj+zLVaysxmh9BNIpyfZl6il6+ZDaI7jIT6DNy7UnDKOtGecevGq3Vtf6jJXBNSUWGL9nsA3RwqwuPftavMVkSbHCozucXzSo+xXJs4zgePIeinrWOaF9KgR7qOYPnFE2ekneyzCIgSofpASMennI+f+/REPIXflGoT2VknpeE6tPsRtaj41twjuLEwrNtToeSC11sLVcbQ/yZxMngWC1qmQevCvGLfzZo83OKm2UQpK8tIlT91iSesSbHMTWm7KuAGgXVVNgzL2C21FJPYqI9d+e7JDYpmPg6r+pGt7T4qDkJRWU1csyM6meoFQLZjC6JPof9XXiaIbOh1hq65aWm+L/89p3z/IHfx3d/NLCYUPmcKEgQ8uc910/n7HXxKnrvkOE3va3r8I5fN7ZyW2vg6F8k3Zfq28/PJ7S6miU/zi++fjQeOQqJv/32pPvvbClffGTNfB4nNsRaNv2IZsy4nzQM2Thb7EdJEo9n5escE+6s2PHER+7iZUdkR8dzssiG1XOZ+PaubLcNdl1TjdaVnIyPElwvt87W8tVwzdAOCx4jkNIG3rAX1apDjTrzpxR+UFOI5aaFZp2bRVLTBtfopuniYObGz+fXMgr/fs88m5JmMYOgDpJjHf3HH3/wT/cdr3Mqb2jqC72krpE3Tf5S8eDPDsGIVI2+aTR2iWb5rWwhODFRMJp44su/76id9tl4HOPalsxf7hu/Dz8ueqUlLq66J1rrzA2n0SkvLB73ma+M/SobWy6Iwd+OISiE8KzK9+FlpeU3mv1gL9H0kW7kkldu1kfj7h3/eby333e84x3veMc73vGOd7zjHe/4L8afa0Lll49IAja9eDq1h0v1aJoG7wgl+fSEmpAzXzLo+4CUTBhJr+cAq01cPxgN6RckUFWx2aJ0cG/U1dFeYPz4vwXMbELwu08pYVsda4ICdUmOAy80ruGDdF2DOVW68Mk2pjnjLTUBdo2N3eijOxPXZajXpQtuo6TBCxgQn3G8CfkrOGJ+cckszmW5a/uYqC139TinNS2Shpv+nai4s2xsrqmjXmqEjr/84vr3bN4YHekXaykmUIb7xA6HouK6+IHPWvLSbgH1WfwnFbC4R2a3xglZ5zmhKAxo6WgT6w14cUJ/w49//TjPujqjIh7+K+O+fx4Pqj0Xb8+k4H4uvoJ7pz5OXB9knepTj4C3jk5pbZXqXzzq7Jx2NkvUsVUnzXi3JSGcSBSxNZpQ2VB0yWwHb8FXR7p3p3pg76cilbsholyrJawT1h5Bxx9t8QOSxN8u6KMrXV6gZqIgumTTkwuH9+X5Zh7TaePiYcb02kiTUyUBBZ6wxOad7pDW2DgFPGVc6yRCFl2TvG4dx5YvnXlwmy6oc0zep3JhSmEl8ZAnbcJ01EGMncnrAgTK+L6bHTGpn/AnT+C2vv/aW3gIDj+ILwQ9Dv6So/v7z/mD85utLvpza3w9jGd/LkioJuW0T86f10Tydr+hozMubJhXTo/75S/7d97x60arbU0gMgVrcMpETQTk+OsYvCARclHauP9qP/nr85O/7N+4jXu21U59nktJsnHiu5C2+PetZJIKdUBifjweJEl8G/ynnhJIX1MyzeGDmQYlobaTdp7c9Pd4/chNmvniJyUyWdOacLsKVYXnsAa47RmTsCyIFzjblsljutPqeXFGgW/f96HyO0OxDKlf1Ao1D67j+FmSDbNrT3IA45roSOKsho4pmLrQUlp7nreYrE1kgOeNXRP9mNDHzvl40Iflwu2jULTQRnKWq1DVeNq5VIANo54dHVYQtVVqHT6cgIqx7TtJYi/45GTz+1Im/fl5UPt5+ZoWpck15Rcc6YXKmDaKUpvFrTBVYcVJYssKQkslZ9bkTd1xywyQBe182zL8o/hTFVQ5yYUgN6EN2WoAT4bXMaYFVJ2ktnxKHGgjVU4XDgwEdBqRpDDYvIobj8XrExISpOo56nYs/GC5ICIBE5rJTwCG+kthIAKncBGdzal2ZS8i4ZU1s/MmSm921QXqqHiYtxFYYWE6SIVAhCEr6c+ipNaXh4znMPJVz8wtK+FU+iqgRAf0cBZMzcGuaxliwrKuCy8CFfEHAcVbghIyJdInxDBgjXNjiAdMHGMWfuhV7IzLFEmkTrGOKHTmw0nIw+8ndoZMCp+xCRlCMbuOLzKoMQtTFMcKuf35nkMqfknxyzDWG9fJJGBTMzF9TTrf8UvG3378x4JwqRu92zI7/Pr5Nx6f/44PwYkAnssSWhBVEGfblDSw98/ja3hPDZGK5jxrXfDYFjfhKjy6GOoNH4bkW9lR0fWQxQyXgzR8RKobj3YuKKuIIlLGvTwe9iaYd7pcMGHtaQnAQEP9gjabhI/JgqHR8BAQB2IVK+AjSTNzTmurj4QoKsFXmIWDqA57vLnPDbGHudYkpNGXb5UKpLwaIL2dqAltcE2rhUz6vUzukQF18WEz873GfiGd04TT64JLqkkUm/MZMTa+5LMRdEPEua/ml3OiF2RQTtSVOps0GoleGef8sSV++8h8jWzlq1WaBgQoj71RVeE0tsHraq1h1Si3j/H7gurw6AOef4dTfsevFkc/V8MulzzQ8fO5GAlJHWt53xOp5OUNtLlwPp2/1p/8PiB42035b//6+xLjsp45sy2fy6RRNHSfAjPTEmK8xy2xyw1qFD9dHFUlDRHzIoL022pU77mgAsfjuagSTo8mhUaxkbfM7kobD9/aDLaEzmKnG7Ll5eeXPdGrj6ZHQHvNTga6jt4O6tn4VqII1Fx41MYmISIDUPJG90Trc21Xtqxse6yjo1a+nj9XEZcTw0on3sPcoQ1RLyI/UxFmDXj2SkkJSbO5HgbdUwPt83hyIwq1aRbcxFDrfD5DcOZ4eIgLje/Oi3IcNfYdoOSC0TlGQf3z66QkQ0fyJjkAzJMn6t3o3peIiQCtO4c7XwMynDfCi2w0dbKC6m3RU2qtYLak+t+y6f84/lQFVSzmuPmOapzS1lQok/B8kbtDIKKx60uy4+FVNTvOHQ9i8sTulhh5TTWrk8CvTvUZP41UnDy9CzzEFeak5TRB7Zo3CdCjxxkvx+meUFH6WARuCbF2Ed8D+L8wy8/ayFmvhRx/dOk5tOgLTRK75hycpnHNzmaoG2l66xgkj7JxJlRnr2wprY0eIkmawhdGZ9PEJvu6bt0vY+BNonPiS4wjISbrHEUL3m11o50xMRwvTyORMTfy4kB1wnNhHNKN5lcykW0kabM2dsdRtvkR1GPiNYs2q0Qvf94v0fSfBZn18fnFV5erV0WkL7w6CN7hGInmltMoyCff7Y2w/dXjr3/9P5f5rFo0U9p4aNfzyfPxxVlfcOadxePBE7o19m2HMdU++4loWX/TRDhdOPpU3RpNm7F2buk7Isp9tE73LKSXNk8Xx4cKJ4D1jrRrihbMSFsm1RBFW9KL0ThbFauw6I73vo4Z/CrDJj9BSqikju5tFH+G50vwJ4nQ54SqN04f06m1QGO/MJumyWEAuszE/YxG0UwuUsFV13Xq3ahc76GqY2edDZY8+G5DdWsYmF8WLQIqJDY2vYpXc1sqW9kdVaGPgnpy31wvrpi6LfhAlkKVvr47Bw4zPvucLgrf7hv/MjhUPz+/oBliL/wTnJwSso+i7Yh97RK+CDL/c3Twr3bfO37FyEr4jgFHPcLn8pKRxbugE/FyzxTV8CMCTmmoG2oyBAng237nf/2XO2VOqAz+aF/89RFCKMfjpIpQ6+RUFQzja6iO/r59kHYhf428KRjcq1m6lY3ygrKp50HRzCY7PU0vqziFbS62emBSKEN6+Hh8kvqdPNZd6+GF1MY9PZvLs1Fp7US8I0OopTXjeF6FaNHwjyokjlFsWK4kbXNgRVeJgnWt5U6vo4gFtiJsqrRREbk66mmpRrevTk2gY+2WIxRVJc3rJNSzMzx6qc8oUks2lGh2eYd7/uB/PEOdsFWhFJn1VDTkaeRRrW5b4ax9mXfX5mx7QSZX1UKFWMd+dXan5eNS/hQHFwqZNMzHs8K37cYx9klRB8+0yT2dPqxD3TC19/7yj+Kd4b3jHe94xzve8Y53vOMd73jHfzH+VBOqs13qNQ4ke4Gahdb3cr4uUsgp/E4AWhPMA8M/pS9nZ0XKhKZZ4IfHIQvh2TTHwEmEbvD5dax/a8prmpSlI+ILGhNSW9fURzyYBTRD2piciUN64Uz1mHSUCQlJmf7CiQJFdKNP0KsMJbrVQqoByRkdq1sWNG+L/2Qe8p5qduGuB0To7/gOEr4O8z1dhDbVC3GKhcLhOofekYnTlZBQnSo/aX49k6s2PvOcaEXzODxkZudNPGEe3Ir5GV5FwUgBE5odIvGhLnZ95L+DIaacUH+ZSLnTjYtTRXSnXz9X1jHa5/r+3Zw08ckY6gnTeR3f3Z1fPT5//EfwpohprvWOMSSurdOr0SYEQxzIlx+TKJhyHFy+HqnQ60kbN2oT55TEMd7DTEB0qXaiB6J5WRpYH9PbebxW6W44AdHBQC2/qAIGr8hf9h0sZuRzT0koipLHZF4QmnTaNMNzJbbWyXdyqtl1THVc7GWCHet9Ql1MYgKtYgvurDhustTITAqJcvEBZAsI5fSFIdG7x55PdFLNWNe6SGj+Tf6ii2HCWotu0Wu/dk3IOSPVVqccL7g/1o7vbiSTCza43caHmVYOEp4u46TEhGon21AOQ4TTfUkzJ+tIO/nL998A+G/2O/3ff/DscI6JgfVOEaUPdvDtVhASj8ePuF/cqT1Rhyrk5M6+49cMlYwN6K31zsdNqT4mGjxwbfxlqL5Vg/NZcQ3I2Ef5nfvmJBdkTVYaedOVo3yIsslvnD9iKvLD4Pk8l/XLdktYF+qgOSQyX88vzjVdhlwbx9gL/DzIeyFPFeGn4SXUh3XAVPUIjuZUwPOcqO1Yz9pyv6OitMfcDBSpbQ7xkZRw7+thvpfMXnb++rfIs3o9SZIXMuj7x43eHGtXntNaBZFrn5REq52fY589WiXdNh4jb7rtinpYGYyPhGNLeVC3AReecMs92Fhzmt1qJ5NJ06MwOc0qGxvHkJo2V/44f659sWrn21Z4jN+XXFBPi+9Un5WzO8mHxP3+JBUlxT/J7JznFzImnIbhpzBsqVBLdO34edJ1QjYLXR0Ze1Z3SFKXZ6BZJrkuiojNN3vHfxp/qoKq9bbqiiSKuLwAIIY091ikzTqt+YLO2IC1MIqmGaKy4HR2xAP48Om/0hBR8oB8eAoMv+uUIw68cz/HA3T7/9h7ty3HkSVN7zNzB8iIzNq9u6WlNTd6/1cbLWmmu6sqgwTc3UwXZu5garr3Rd9liVarsioyIkgAhDvs8B+COO2ZBHg3hsiVcDkpoX5BW6LoYiX/klCVOXn1UvAWhMmIAeWCCEYdJT8DQUTXRhNU9HFxEYKMhA1bRdY0Dp5YXZMgeE94nKXxaFm+NJYmujkOr4prWdyCnqoUq7A0frrm+Vdrs5oFjMjliRxSzGMVeSU9Z14oT0vQY/5umeSO+Bb+cl3dJc2D8/3nfjmLSEmi/MtxqgRnanldleDtlRf/rc6FgZb3QPiXj68/f18mvEUU3YwJlJehYIKuh/YIg+0JCZMo1Ft/LLuGYUbrTsu11c1DBGLd1zuihZpP1aM7UuGWXjQqJ8doTLMr647bZUauHqt0Gn2bWJRLcsETRBVsLDGFXEkLLucYXVmJnnNioyyepqGYPi7VFY9CZhoBB59xsKDOuiUf8gVC7B0jEwiCn1aE1ayYAvUsnubA3C9oinsQzH/aN32JdziT25gFVinoCLYnhNiHNWeY85xFmBv4fsF4itHM2BcsOH57oWBcCG+Z/FqNmxY0k5dSb1gXjvyF331QzkpNGOL/8flPtD747398QRoYP46G3uri8Y6Uuf7+8U/x/d5Cqj1hqNN0+B2/Zpyjk4gu9u0DivD8M4tllPvnx0L/fx0nYoNtCa8cfH78jW9lx3vcD3u5BU86f6YW547z3/63vwNwezT++/P39WzaSkGqs9ks6lqI5kwahBeMi7t4QygmPKavXjdMhY/bvrKO7b4xjmPxjfroIFCz4Kp1Y5hwEIXhbiUUnjKGQL3f6F95HdxpvYAkD6hs+GaU9IJxCsOMfj4Wf3Vka+aW7+nqPP1q0O41OFyzmSKiUUzl3n4cHVHl9m3uecLjq6+EZKvgfVxc9q3y4/Hg/i2aJb9t4R/3+7Nzps+UWeR/ZCH4UYRxyvIh23WnbH753lkYtKd9F0dNGOTEMW4H37jxZdOPq3I8fzAmXDiP+zTnlk3+0oUmYxkYiwOZC0E0y2T+PRfs8h3/cfylCqpayqXy5qTi01wgAuMlKWjJA5qNXxG8zBtnEjaFotcD0iRIzdcjqyTONQsuQIpzn4t2wNl9/f55kmnFTCyCLbQSGQmej/k6bBBJIvksLoIf5dnBrFuIWMjsGLnjw1/UbJyXmRg1id6zI9HdsmMq13UbA3VdnXjdlKoSij9kIeIeGy0Br00/vzjk3J7b5HX0OdmaEymh6HWKlup5dUnqBBdpks/MDRfP65SvSXTBa97CIxPEJVpB8ComkV5hGpLHWxjR0Z5dsLxGc8PYRHLoVdbPr1oq32P4bJjnBzzCu+dSGgR3XZvu2yPm148/f//BmUpH+17ZcYSJYXfEhWnKjWsWR3NaHEm9i9ByYtQs1uCZSk82HLPGLcnRUiKRn6zH8Tx57Cctne7vKhTxxc+r6rQXM3KT8IuzpRQWQgsVWXxEKdArqyByG3SgrcXk4IrmeXRClIJUtFIcv9153Xx9DJYcIq+7XKxnQ3C/eJlVS2yYa1MQ+gs3zKyFqM9qLEVLZyY86kLZrolUb05vxjn3e4Giuvy6dgRXFhep5TEPfPn8KMYmdfEmEOfEeeQvKXHdpyps94FoWZxZNcP9BpL8pslNze8fffC1NfYz/uJzg2/7zk1+x/Ie+rhX7HRaJsijRCK6DJD7gYlym2byb6+7Xzu8IFMdby/4MFqL/cbZub+KXvlgK4VbchlVBpsXPnWD+xRXmMiLuH+6hTfRP/8tVPk+7gPrynNWcRICVy33k2fruCueHBo1xfqgJv+JMfjxPJea3ce3T4SOODyOSOy/ff+O6VUYlLqBj7UfjD4w6lrbVZPP+ALkKW6LH9nNQ00vf37flKK+nvV9GEcbWDe2aURr0eSdP1TvgUia6oaqwXWXGnyjMYW4pvhXd7ZdVoHmGo1eW1u7U3VbaoTWT/7pt98Wn+lhnefRaadzZl61FWW/b9z3eM/fH3+w327stzyGZimQNte2UzfWhFskmt1TNEet8NUPrpqnc7tVis5nS+avZnx+i78rqrTTL+GdbG5PRJPJbGVdheY7/vN4X513vOMd73jHO97xjne84x3v+C/GX2pCJeLXlET8J4yXo/QxYDpdF9BN1qRmqx6dGC1rvG0unK0vqJpoQYqjE9xr8hO3iDEoFdISBLP0bMmR7ilOs746uepKMb9wuRrSoIULb3x2w0VJ9V8wC85RNn+7D1SMvrrNhU10Kd51E3ZxNNs9YwAvECNXR7SyZVv17kZrFv4EcyIl0ZEpq/6O67wvyE5wh6aXAaoBhZuwARsU0cWxKpaTnPnZeKhVLc6VSkziZvunVHCNZnSZEDxLj4hL6llSySu+tujuzY6UCmUIvqeqT1foIFtCp0p0r2dnf+Bx/BP+o9ERqujVIdLO02TiKhkinPQ15aouIWe84Fe84xePH4/H6pyijul9eR1NbS1ZE+uCW1uQsI6DhCbfubqvMfHWJN7Vqqjvaz2eNuh2Kc0V91DEvIQlgR1nQts6IDxz7SihGlrXKNaR7DpOyO4c5M/OZlfnOYzxnGtN2WSQVFJMJNSv8iWrFtTGgoXsCTOee5ALnFx4XSkTxuzUZdJV8FrwieXHc+OJ8xg2aH5BAKvElLtMUpUoZ/eF/Xc10BETQwL0XIC1jQ7Di6yueW8jPj29YL4FgdIYc7SdMObZKXcbbEUuvzwRhl5Qxi5h0yGzi1081RNlfX3K4MtiOlBGKJT988e/UFrAn/48Gs9x8vVIXzJTtBZut+AylLIh7pz98ul5x68bVQp9DlWKU0z4nBOLESqWE8ixJxdxrttS4OuPJ9vn4PYRxZGiSgAAIABJREFUvCtxodQa8vsE3F5dls/l5174P//3v/P7IzhV//PH7zy6kSwF+jliWp40wN2VH392+pH8Si24Kns+d2tRzt5RvYWNDHDfK0+5cT4Dsme2UV4gx7jQW1uTtroJpmVZQYxhtOMZJ0isAbNzwUu2akGlmOtKYlIv942Pj/TLOg9ag7rPPW3nPE8sodRbKWC21r7W4EonkpE+lJvA1yOnh1XY75VxTBXR9PLLraJuG+Z9WSb8+GqLV/V5iw94+9jZVPjKtesDtn2gOVHSvYQ1TX4WbkYfY6K76cPYpaxnwfDGoFPz970acvjimZsdfO7fGLtTkmd13ytbMR7PiZjwl4yKdLy5rGLkBeXzjv81/mIFVVma+zYGMg0qAVD2erGJzJzRLhLNaQ4+wufkBT/qbguqJlLBhb3G1611ZAi3JHSqKt2UUS+5TzeiiCLW/46vjcAgHvpzjExNQvnAyhQ6iBR/n/lQ3YLUPTdR4OwjxuQEF8iGL/hOdTCN/0Ikew1bvB93Z+dapDJHvq+QvLg0vDoIjxf8MRbwlylzPrOzywDX6N65JZSmoXS5RvRVA/e8RtViiIwl5W6SMEn1JVzBBDIunykh2BqT5wFy29hncWwDk4GmEZ+qIx/+kvxGAjhH35KeUvMgmxvdjJ72oBAFUhV94VUZG7ISpqJhNLoS1/8PT+wdv164lQsW4oZ6AyZcZkdEMUmytO8c1jgzwW6myGiMYashcq9OKRWZPBuFIiUgdURTxkxWQXW/FT43/8mPDTvx3MqdGtyCcX27yuWNFtyqgLeO1WwClOXxZAO+zk4/Yx/7uH9Dqi547GgNpyxYSEVowxcMbe4fdd330XSaLM8qwX80tyXUolJxv8DJ8X9XgyNaGZf1sOe1WQg3NXBj9JlUKfWm6IIbR4Ns8t5FjWK2mmWbOt0GJoLnfu7dOUajTvh0D5igvyYbCeEEGCa4XZYVvQlmjX16/hSnlkvU6Mdj8Edr65i+zs5ogzYkuFKAH05plYktsgGP9pxoSz4+toR7z6yLd/zCodWWz5njPIezZQJufx48H4N/+ntUN/2H82w/sPs3AP4md/7sX9h55yObtL/VezQTa/KVNGgKMoUvRKgifCSE77N/5/j69wUh1tvGOJ/smYB7V1TrxV2+Fe5d8JHQ+/aFIrR68i1tVPqAjZ0jmz7iI/abmudlTnt2JJ/tNpuWdZoTPymyL9NvM4NbQftcd45thW9zM3CwrVLV2bMTbcNRGyvhHa1zHo2e28s3Phj1oFgaqAv8+/GgZTPl9gEfH5/0abgthTHGoo3eyxY8zcnBKgWVzr8dj3y9nVsVfrt/0uW5zrMNWya6W1E29fUsmG0gn4JF7hzHYM/rVuqOyonnw0RLpdiB32Kn/aaF373gPZ5H9+03DnuwlSiUAZoHX//KkgtCX3SO00B3Y5Ib5N24+Yfxlyqo7MWvpZRI6JdwAp7CBROHmw3TuQbXg8hWchKN1nLh9r3hXhdfCSmUu9CWCW9Hy1jdINUSalJHKmwhFGQVUB2ySJlv3oMDYLKKF/fwdTn7TDxkda8BfphR0FX0RQLmSyhD1cObJn/ehwchfHIX0tzW7HrNUgvGuOonjy720KugkqUzBl4su97XxRRxJkq6SEzdZrIkw7mJhxcUebrDp1hWdPnlMhaV68O58gWPLra+JHH+otvlCFJsHWPzwD9LPjjKaMiQRTjXnDT2xQMpFL+KI1Xw4ojJZfQsjr8ICDiawo1XIhnmzfPrd/zqsassHyqrhS62VoKLYjo4pzcSf3KKMGzyDRqtG+KyjFr3GvegjS1/ZDA4L58hL9yLsO2TI6WroAcoVnDv+ORIAS6Vey7eSkF4nVjHfhPrJNejRrG0toARClP35GHcRBne+DF5m7KFoefac0bygybWH1DBphiLDaob22yQzE6w29ojXAQfY62deIQbL10WePHOcrITPRtLnpStuTSzAz7RAW3EHjc5s9VDyOLiDkQBV7n4SYNopq317eDmlz+XFgxfxW+3wRis++G2KR96f2naGJt22pFNvMfg+fTwnwK0KZtLTjrzuHHOPujMe6pQbeP8it+xUdhvdz4/X1j87/hl48VKkfN50E8YdRkTsd0KP76m55hxv39eYlA4VipPE9ojhQ/uBafzW4ki7H7/5Hh8rRzFtXA+/ljr5F9++8bHVnjmiOr/efzBYww44v5q/gSX8LYD2mns9zv9RxQO99tGL8IYxpg2dcV5PJ9Inkex18wMEEdLWc/H0OcsS+1u3zesWRgAA1qdTTba9AP0UD0+zlnkRWN8WIi6AByn5atmc+vsnM+xhCz6liialT+MUEvMS/9xu1FLnC9AHw0s1Qch+ZdlNZ1KN360scyNf7vt7HflYU9k5g90yqu/X+7J8/vDChTjlvuwHwMtbV25mkig2XhudjIKa/okpfK5nzyW4PPJpsrz2VYOOkYMBp7nM9/T+f55Z58Tzdaw0zCJz2JOHd/xH8ebQ/WOd7zjHe94xzve8Y53vOMd/8X4S02oWh+pijKnQVzqWAkhkasNQt1YU5VaNbueunxEfBhGWbLmNqJzMWH/MvHyU+Sthw9VQoEpHnjluiB9np3cxOGK4i74S29GcqoxJ0ZtDBDYqqzfkVIpU9nFgw8wZntZolM7O68oVHzJjYOHvdRqD5UY1S0p+JhyefzoCpdriici+ft5bT3AOXOUZ+7RRZfJhwi3d3/tNr9AK90dkUumHQKitOA/5ojEZG9yReJ9NPCMxPRont88ce9Gn8pCRTB/4T+5U7SGNDIB3wpA5ORx+fosIHgPYpITgHwHKRSRBSN1LOXWLzil+yvQ7w35+9Vjv189qFIUKbe1to4xaO1cao6qMZld90tRthKeHqXM+zZUq+ZydbNQ5MvX2AjFzj1x8WjCLxZs2IPbOe9rg6XxT772aIwJ4bEvmm9QfEmp44aYLJix1uBSktATE0O6hkIoAW3eUMb0WOkjpvRrXQgq6QNIrF9e0AB9dKSEyt9SydLYeDS7q+qCSsNnt9aFZkabe69c1zLek1BTnMeQ16K/wJR1YQ9gTbxe1m5HEC+ITA+f6H6v9e0J56vTBkFCpXFK1o+YjNvkw2nAIoXLU+rwzlee87M7X8/Oj0fCaJpwKxuVFz6be/A3Jxcs5eAnXHM0pfug2YQ+v+NXDkMYOeE+z0FQrieaRBmnr2fU/fOGoJRUCO0u9GG0szEt0n5YR7vxkezBIcK23y8ZdHtSCpT6AUBR567CM7nGz/HkbHXxwrs92HVDPwPOV7fg/f2eU1vZ78CBjiursdZ4PB789u1bHoOjvggDuBi3jXUPj1Tz7InKuVXF6eu6qMx1FaGVyGRzI644Q5XRGiMnaWMIbJVECXL2zvDBrSYssXrYwyQPfCuOIRxToZVK6+eSiw9Ww1jnOGwLjuSckA+jPRvfPvO63h2thfZD+LzndMg7ndgHAYpUhjoqk08L7oUxPQnPwVa2NRGP8ZnGuQHn4RiFMrnrPvgxGsdUqW5PPmSj1H1Bo5+PI6DVF6ENqbL8O4/jRDbYtoR02pV/veN/jb9UQWXoergVd0aR5QFUIJ42a2IpgFymvAAimAo1b8gukjyZfH3daN4hTRZFCu20q+Cy8DHxPuE8gZkfL3LEyMUEEAZufpn2anwgRR3NN731XOR5hzcCMtMnVhcHucQYwFCVtfCtGzfKGgt7sTCsnTwxzSJKryJAhqf5ZhZIArxKt1tAB+c4vBS9CtW8li5lwQrdQ+BhXqdCwV9giPMTkOmIS46/8weKpNy8D3TCjEZCOickrxTw62EzeiSlLTef4ERBtZmIhqT1gvy4hxdVvr9ACHlMrLkBQxAztOTmQmxaskjqmVDpPAeheBaP87N6xy8fc70OoLe+oHIGuOryb1JXVPSS7teQ8Q94XUKPR+4ZU1qfuIc/Ujb9rgXzsQRfxgDRwZ7rdZdCP2xB/mZ0mw/tBjLQNGRscsfd0wA2Sd6jR7NjbgoSa+7yiXOUugqDMZxTbMFjDxzVujgO+IBecZ9yz5LmvpkwbSHL64NFCvdhFC+U2bXRGsIXzEMQcEUnRFccxS6umYTH4PxszFMEZnlj+YIiQxQsIr6SVUdCIMO2S1p5ikys4nXEnjOu17AXLujHPaCTJV9TLcR6TmZyGk0b7xdE0Lxf+6zGfnyrukzTmztfQ0JWHigyGGJLjtlGCBhZm9eed/zC4SY8n8nJRKhqq+kXMPaSoi/Bl1S73A2P46D3sIn9vqUZcOscposy8NHPMIu+xffL/gE+lgjW6I1a7ksI47/1xm+3nWfC6b5MOIYsM9paK2c3vn2P+/Pj8wP58UC/fecrGwXtPOiHMdI7r94ln5W5rlRAfMnBjzFwGdSECLZnNGCmZ3WhMHxQ01pAFNScuuX+IspWN85m+PSq2kE2OCdkrwVH+17nfrJhvWGzkigb6KBMjHB6UpVZOOq0uJmiOmNBmgGO4biN1bQaBcZx4ONctlEQwlUzeTKUsw22VP+53aNYOlq87m2H02RBHQeCD13Phj4ae63U/PrE8XPwkQIlfThjFLzG5wZg4yR0AW55HQrDAm4K4c9Xqq5Bhesb8veP4i9VUKn4euCWTGzndlPMQkFvbkYWPCrJBfFwQJxdQSf/KP5qPTDNQulOXiYxwWnIH6iB8V+FgsUvyXTPHsaL6FuYburVHagSicHpsrC3SExfplKYaHS1F11pBFFaX0oBHy/kApHoy87J3bDYzGbXAoLLNMG/Foparyo8WgRVX2oyLknIXmsrix9/fZr7mkhJaI1dPK941xdPA43XmpXIiDeZBM+pNBOCejpPKxKR1eYKNoYuEHMUlZe6WXSkdXasPZKV2b+Wl8Q3jjkK7nnMeCZrkaXFUUsa4C034es3Z3TlneT8hULw5XU0FA67no4qkpObbDyIJXdzTqijGeJ2FVRotACmP54QwhSSBVLHaPjiI5XkYU4luWttJGlcosM5O61GwVUoOqcmkgXUZUhrDNS5OFAW09lFTJdKJ/ytIBobsa8ml0h2dkjz3tw311d53i/thM2mt5uttRFdaV97SBWn4pfwjQioXd5ZEvvU+rYKw33xPlUdL7KI7hVBvF7G4NoigZuqXqLR+cYZUxTAJUVlElGgSk9EQH4YqIJuk/MA6mXtQUMck0GZHj1VMAo9i5+jd8yhTuL8Fse775VbPhSqBaNk5nW9nBx9cI5HflZnMi8uXuc7ft2QXZaK8A402677r+yIGjXFHk47OXvnnknNt/ud5/NEYE1mzi7IfuOYPmbjRuu6Jrf7pnQ2/uxxP91spx0H//L3MP4d3z7ZsWUYPfgbhzlfP/4A4H/2k7Ib3+95TN75vN8YQ5Z/1p+/Pym7rmZ20crwk5pQHh+dNl79+vTFSwmgc9/v/JlKdIcNvm0bR8liaSgixpiTY1eGGY8nq+nzTx93qjiP3HBKdQobdfKT/IReaGeqad6UjlC3nGD1wf5xx+Rqpg+T1cHp7WC/f2KPyeNyyrgxymwi75x+sOttecrt2y1cTGfzWzs+DLnPPU7p40I0GaQL6mUUrwplKqMK3D8+sXFNxPfbzkeKWPz7OWijUbUs4bR6/4QOPZVGXaH3jqbv2O1vO0XL2sO2feqkvuM/ir9UQSXIgoDMbgZLOUYY2FK7mwXVVHAS8UwynP21iwmXO7Q4xS9xBWP8ZKRYRKjCImufwzn6lTxpFl9L2lt1qfPF62V+IR7JBZnc+DUBctdIHObUt4PvIeM5z9eHMlnthYAUTqibaiT8i2htQVDXaWArYDIwZ43HJ9f7VaQijuX12v/0xYL9xHkZw21dByEKwNdpEHYVv1ISFDibQ0vc4RK+WIVxvkaoDvn6/Pdaab1f5FuHbj3EKdbv+dVNFs0C8DpGd79giKmE48KCaC7pErnuuf56XZwly8/LNX/HrxujlEtIwZVa7gHLJdQ8rVwdGC2FTZWZf/dhTOysTnhd3tdjNh8kFPLmbTNGNIk+ciqqPti5DHGHOYgwUmnQXcALmgIyW8LabK3lwpA9FPYWTMyXqXgeFGUMrt630zFsysNrRdzWfiAhGryKn6mtOn/79f/hMhPv7oz1Inrtf4DawHVbE+mQuDlxknAtkaBdc/nYx8pcrxYNtdVZdYl/56ZjCtSraWPQJabckyQ+fOAmK7nbt4KOgdRJ6Hf8qulwjSJvQr5dO3gUWXEdJM2/M1mplVKNZx7DzZWbC/XD+S1f5PCNT1XONAx9loE0xcaEW0bHe4mSvLeYXzqkDzQ/Wy131Bs9GzSlQvXCkSqiiFJq4cxCpFZn+1R6GxyPuCuf1ijVmIYBP47GH388VvHy2/dPpOzs+f2z/8nXOLiPTyAaQEUEbjkRR5Gj03OKcs+8SmYTYgwohbONlXMMgb0WbtMMGEfLna8UjGjeKKbc9pyi+8Fet9Vo7lLCciWnI7ci8b/jmvI7kKg0bBjPx8HXj5Mtf6ffTlzryt3KpjweJz++phyq4qJR+AE3K7gdgWkEfjw7Jp2//RbTnj+fjeMc3HJtdzXO9qBsM/8olM9KmfQP8VRWFDhzMmfOOTpHTqxFNrZNAm1DTO6+zid1FVCxf+15on42nI7epln5Tu8Hx+OR11n5+O3zEiQaneFwU+E2J95mNB/YlHmesMk88KJCaw/2b3Hex3O+9jv+o3iLUrzjHe94xzve8Y53vOMd73jHfzH+UhOqWvTC6VtMneZkp7mhw2mrnRjoiAnvKOXqZLbpRWTBvRmruxtzmNk9doTxAglUCSGMNXRKqNzsYU4uwYK1aIyMLwPcGHYIl1mweWDyJ7qum2MJyYGJhHmRtZDwv5vXQbIDPvHJlBDZKIszlb4PL1O5DaXIBbcpEjDHw154Hq8jeeciL5CnK4pP7wKZcKAXTVjxl9bu/ED0+nVxZr0v7ukR9QJD1JgUzW6ySApOzANLHLUvsQ37WeiCmIhNqOQFP5yf1c/S0ixxCV1YxxDf8At+xeSn+Tpu/IINvidUv348ul1eIxJQs+XHJBuVAvUyamzdVofwrjtenOHhwQRBvA5Y2dwTlOJ6IXa3wv5iB6AaUJPZYR7E5Nen+fgQZGOJUIBh7libMLSD7grYEo0IqPM19dI0Bl/TIozqA5ljfwFM8eyk451BvabcDITORdmOX9LX/3MorouT0NO+YcIMcaePyjT2NXGQ8sL9FDYpL5Dc8MF6XcVu147jCe9dsEYkr+UlWmS+hcl4vmcIfVzWCe5OUUW5CNpnHxfM2AW4BEVUC1oUS2ylWXBV5jHXLTiW1eYEqyAtebU6oY/C9/udR07F6ubo0XGNiYIfhWpjdZTtlaDxjl8uhEop8dlKCUNuy4GUjuBXT5ixiAY8WC8RAjc4Tl/WDkUCMvqVvkO9HPmYTRn07pRxsn2k0a/+Rj03Whr9HnYgovyt/nP8vHfcZdEiqg6eZssfcvRB3QU1Y6uT49Qyp0mUTE60W0u/PnE+b3c8OVbf+zdG6dd+g9GGBQcdoFS6XxQC1Kj7faF9ngwain7cULuQNyLw/SNEItwLz68/eaa8/K4b280XH+PsLfaChDreb0pRpT3zWrdBO/uagA8tbCLUnBb5GJGjTZ5Et8BY2yVSNDFEW53H6Nw2XfLwR++oytpfeut0MbZ9eopVBF3QShGljcsnar9vgZBIUYvNjeGCDLCcgh1nx1pDtwuWXqWwT758h346/pnHMF5yuHf8L/HXKqiqLjhFb1cSAoF5NWcVKkG0ZrlxuyVrxi7VvZnYX4lF6AbK4jtEcTO9r5yCKTxz4ZcilCqUlWg4w2QVAW1YmoNmUSfCIHhY8yHsmpPupdJFVEELhkiqAsaXLsk98rK+j/uCvtE9irZFTfAoGpcXQtKEXnhZQnC7fHpjBb1ovYa7Y36JVuCOiSXeN9/fXyCAcsFo4hzDm+fVb8rcVy2jRCFZXiF5Auei/4OmMtB0JrdhuOhF1jdDpFDnORAXYR7GGCP5UBdElKsWRiYg6UWV0TyuPS9JXRqHxZcWidrkmr1wVt/xq0apLzwVY8MWN8AYIVKS26oRYhGSOPrOGY0GE2Znp42Oqq+Gzq0Iu8riCoVu01pJjO4MOhf7r1CWtEOoeBksvOzwaIzoukU16YTlamgARqX38CIpWwprZCfJi+JSF4QHGcFNnAIRWkJBc2L3MVzq4itGY8UYU+2ODYS1n0Bc0k0us+DYrBsTP1ekQGloPtCrxjVZBuXDMl/J4vaFPxvH8LNJeymAyOJYtG40f2Ao97mfi1G0Lq+6YYZQV7KKgXXhTDXEb7pxxkEBAY8CWw06fODibAkL2sqG1cusfBg8rIEqkgnO3/fK5+fGLQn4e1fK88D+yH1OFPOy/GFsvDeZXzmkQDlmA66x3z4wD88xajRP9hEF1+ED10FJCNjXj7ae+1NFtBRFtxLKoYBSuW0fHGlQ285G2W4Lmi5ufH58x9sUcyggQk2/pvPriXfjz2NysoyiQp/UChP+fDZusi015BD2uhKG4Fc1bllwoTta+pVPbINxGuM5YcwFU2XU6a1ZGa702STCKNuAhO+1w7jvhVIGX1m02WNH7jBqvObz+MGwsaDXDeNW9lXMSClspV5CWrpxnCd9ieLAZ61oqq8qg2KFkuuwHw2Ui2qxmuwFneIbGvyofV4XH6gLxzP3SXX2elseYd1h17rUVqUm1SKFNIYZwx1N43kZwtnPFMNJ4a4RDaCSBfE5OqcZ+xQosoGU2PMBztao+86R0qRF3n53/yj+UgVVCFHkzVYKNoyrCRuJ7/LElVBgstnZdU/1PVvGapKmaZOEPnP8WTioWnAcuDajYUJfs4xgTM2dQrXQeuOZeHh6JCWTozVEYpJkvhamaqEUR5NUrhYMhZ/EuF2X8IVZ4Po9fz6Mfq8B0qYl1OtmV1Q9uj/5eub5s36ZIKtEV2l7fVZnUbWupcIr/0iGXoXHLMBmgZaTm1VUubBxdZuHRU1S6tzMJDtx0M9ZACsiskQnRKOT7C8JEjYuIqxoSJxn9888JgPLyPdlGBWnFCPMdcwqOe2SlVBPDv1YRV4ojZV1YZwNWffgqyHzO37NEGE1bdw7utWlFCqEyetqkJRQ7FvCJxbS330Ynln3tsNn2bjNhFhGCNusiVNjaKUt3ibMEgWmSA5rYt1L3PaT+zdy+ymrURDWEaa+1qeYcPZ2zY/7oG6K9qtr2X0w8r6v1JDqZjaWSjzkpwIWMZ22tcA70RZJZTENA183vZombjGVyixMRk6sZyVICm1kAuPdacntihNTujn3tTcHr6p4WV/fhKUCesoIt4h1XRrqe3A/8y2FQlUWv21O4iWnQ10OtBi/bVMhy2gmq0ByjOFjJWm7OtutLo6uunJ2xbLDfIzBzTeqyJo4fdsq+1bWPtelM47HaqD1nA7MZs2rQfs7fr34/evfl3rdjtOto5OzVwJ+Ms1k29HZ9krNz/zPx5P7beP7N+NxzMZCpQ+wXJv1toeNS6p+fvUHvQw0zcfHOPjtXrDJLecTs5Mff/5rfD12nuPJVxZkys6udvFIHXrfwELGHeAmd/ZSFq+70zisL1GK261gx0mt9zyGUDWdarqaTYwzzWfPu1BHoWce5RWcY/G6yi6I3bhtg8cz16IKJyx7iaIVL52aYhrVhZ3KPZUC/709f5p6tf6gHz0KTMJsWO+V888UmBDFiq3CyQ/DauEzJ3/PdiDbjbMd3LKY+Tqf3PZvqzlm7cSKcsv3GChbhZENnFspOIU+J3sGtwKee+J5PNj3fe1X9ePO88eD/XYJ+dy2HcEXf/ZW0uolN+J2HOjHx7XXS+XH88+lEv39t++84z+PdzvrHe94xzve8Y53vOMd73jHO/6L8ZeaULUxOOdUBQmvowl96U6VQtmuaVN0grMjmpMkRxcsUMhpyppA+U+y5yISnlFrIBFwvTnB8BFQtdnyFA8fGV3dHwnlP51dUg8oYk46ILq5ApcUs60jyzeN6c2yB7D4d/lKrWnWHCvbT5OYOL1rEqMe126XhVwJlTB8dUk9j+O6DrzAoKLj/aKIHMqCLzA/c8depj+K0Lmum5Vgb83JoFq8X/PrrNuATV/MSCdEb/K8Fnx5dmfi/evqmhvml5+GFX46hpIQIVlLpAAjplarCRy48Hmd1DXglvO6lJiATnlqXyOAd/y60RYnquqNNqCn2fTuwq771aWUMPruZ/xFrx21uDc/NLqxt02TzzgnrwHwm7ZCh3VuXpdqX5FC0WstOTBOXrYDT+7QnC57+MRNg2sELHhVazrLgO7c98vot9aCTeiqJ2dxwaX75b/C5ERdMOTYb65urbDn386JVg11P7184JiwwAnBllBFLSlTrFZpdvlOnThVLrj1SHO9SVlQKxQFz983CWn5OaFyOxj9BJtckI1dAyL5iuAddvEsVSvFx4J811Lwui2O7ZDcy7ML3gTuZVvPGPOWm2reD6aUIkx/ZVS4lT0g0tdcM/3McvpnTmtGz47xKLoUD+OY3z4xv3Lc6xYjF8JDcTO9+EpSGL2ttfx9K4x2Sf8/1LlpTMDbhIG5c9/uHGnI+t9//zc2KYvfVLYSvpYSE6fNhaOzcpYiT2wYZ07BTjv5H+0Hz7zHN7Hw0ZscdDPEBt6NLVX9Hs8/+OrKR0IT72VHbvcFh7NHC45RyqB3H4zmlDqVK0+03Pi8555ZbozRFzJAEazLi0fUgP5At519QvRQGLr4ZsOVu27sua50FxA417M6LBhkecNUUL/40Qx8OC33fmrlVoTnMyc7251tv7gV6ob0gZjRcwr2m39wjIPWLwgfUtd5qAv92RZXYEjcE/3I91ShlrKeBdvtAxsj9jVgSAE64gkBZEcrHP3ExuTYGaVUtpy660cYHFu+R1Flu98WDPrjDSn+h/GXKqjAL+jbFBGYNzSOqOFTgnJK6i4/F0nfERYUZhKWF7fHhfIK0XNhq7Iy5W5uxKrDAAAgAElEQVTBA1r11Qj/qKG+jqGIsqfviAdjavkvuVsIW5SyHuo2Ah4z+QBaLlp1/BleKYvHVSKpuI4iADgXnM6SsD0hfgJ6JSYBZ3QOszW+LPCzj5RGsVhefkCQS6KYWbhlEiea3IiLezR8rM3KJUbus7DcNfzCpiu3Sxqhy0+1YBS+k1Tu82pEVA3ju8ViLyEL/cyNRNJPbMq9GgEPnQtCJHlW17vh/vN4fP7gRPJNkOPcdM2h+ssis9ejf8evGIZdCbUaKhe0TdKk8ZwJ9AhuouVDt3rlUwtS+yL94rEWX20MusFY5uEVLcG3ia9DAr0nxKb3BANO7hDB29R+NYWUa21N6fAL4hxWEYKzlbkWhH4I7bw4UbVWakJLOo3iZcFhzpEwxYQtuivhuDT3qPles/g5MC2oFEqe17Cextqz8AtY5DTenevTf+ricHEctig2VmKnSqzISdhvBNsi1+BwGNsSlKlyyWjMVTqvU53nIbnrzgLKnT4u2LCjwdOc+Dsx8BNJaNPwHRNbvSdRp1anJqTLXBgd2tAUM4r9OPxmrueYH31BHX8rOw9rtIQ/if/FHun/P4uilZ5rtz0cvfWrCSwDvNNy77jtG6cNtoTK/UsZDAqPx0GfBrVmlG70Pg2wPQRmjhQycPisG9+/J9zOnfH8Ws/uDwnD7jP3mx/9STuNMsWeOBjD0NlVMEGrMLRc1i7imAklhTCGO7Rz7WGnO9/u2zLM7t0puy6j3DHOhBXPfMF4jHP2QqJlrCy5cZfC8M44G5J+SqUK2/7Cqy8SJsSzmb0po1+NLAfUGtQpUAOllovbbgPHOafceFXu6PL/cy08vgZeM4dsg/0WGcqHBszwoSccQu8B4av1g94Vu839ZPzUOi9ubAKSEOOww7gscWTAJookh+r3ry+2WtFVPHVc7hzNsPSdukmwdOferbedcRrtzEbW7ty2fdFY/mf7wTv+8/hL7b7ni9GaSHgSrWKoRkK/+n4i4Q1gicmHEFKQ6yEdCbmshzqS3cuJkc/iYyZUQ6bZ7JWkIxcNQEoStpNCJZbKU9OYzZVSPEiBcj1keeFIjEF+fXUw3QzKJCNkJ3m8FJauTNOYKpLGxPM6Ca1dBZUKyYnyi9Qtkhp9M0nLad5KAi2Lo3ldgqg/DZBDSfClDMkp26UCZoza13XuXagINotjcfDciF8TKWEV0K4xS5qbz1CCxzXV0CyNgedbSiSO00A1DFf9p2QqdjNbPz//swomkfTbuiZtMBZfxRHMlWt4+C6ofvX42D6ZynO3stFGXw8bcLoZIwso68FX2pMLuBe4EYbWvvYYow0404jTR4jr1OxSbkXYyvXz5xh0c8ZamxtbFba8t4o73QWv8dB1aXi5/JfcopmgcimbVq0gsox7bQQ3afotYYJjS8BHPJosi8CN4sPXOVAsidSTWxbiMZNbNsJxHdEX4ZoUV5joAJeOjs7IIg4J9bxZzG4IZpfBsW4K3Zcf1znCDLm8TKiNsThaphWtuhT93OyFO3VFTKkjhigW2AcgmGHDffVJDKcUlh6QInj5ZG74/jhx0yUYsG3OrcBWpsGp8RyGiS6EQvOBtHN1jP/4cfIcYxHVbxrmn88jr8ubM/5LR902jjNEKLYq1M2R3AtGj/XbUzBC98KuLHW8myhHD2r2XCeqG+1oLJTNFoXHFKnqp/HHl+HZ2HDrjDZo2cz8uN/5fr9zWPCXvo7GE1+cPXWn9A0rOU0i7vumLHTQvlfOU3gkV/Bea05WMsdJHylbfn6DUiotVURFNY1mMz9ojXF09lt4ZQmDz3Jb53TYgZ+Nsm1syR8qdWPflT++ongpbtT7jec5OZtkA2lyMAuOLo49QyjVll/TOQayldUsN2vc9n9aE6vz+UUfwsceharcP7jtd/Q8rnzP4LSBZIP9+HEyxNiycCxS2bd9GQGbg5SKpQgOHcbQlX+08UBLoeT00Y7IkTTNeGvmw7fiS0RERRneaVOUhCn2E5/dXXeKX/5dUt4T8H8U7/ndO97xjne84x3veMc73vGOd/wX4y81oZKEzAGIBhTudWIVUtn5wx5qTLMSn7ZHAktSMgSyL7jcnKrMKUchpLwXvC49py6fgfx6TlFM07tmvpxQhSWrbSl5PPDluaD5C/M9XBwf15i3uVP8UtSTRBAutSePruXsipoJ9iJhLiJ0V65DimPGZSm7gAcXJE98N0HLJbVuFpyvNbHKP+b0CJ2Tr2tauHldfl7FLTpBL9wFS3hkXAOPCeO4ul4iMUHzPMaa77/k30feCxMKJRLdlcmZc+jYxZdzR30pRUdHnZ9DVcFlTd7k5d88rcCTT1hSdoSW6terV9c7fsnQhNgCDG/BzZk8IAuu4ZTZ3jR9YOoFMzYP+MqEHpsEQbDOm/+2U70zh0NFlS5Os6ur6Xap9lVRdFy+dKcbp/lau4KjxoIpV3GEEqTLyScw6N6YyoOiGyLCVnPcMZ5gcHLtpafBueDSOSHObu6uBX2ZqpsI9urVMCfNY1zTnRLqpnXt14Wm5dr38lfqdG/RQiuDkWurWqNJXRys4snbWtLsGlwkrj3KdKxusRKT9/4yOXeLDu/iQCKI6PL0Cz8eJQeQPIbR+lhcyU0LuF2WFR6TwURwBQfUWIpbkv6CtehCIDxG53F0esrsPwfcvn+npeLZ0U7ObotnM2Hq7/g1o24Xd/Hzs1BNMUluUS88+4X8qKXGlPTMicXHhoqx1YLqlMHuPFunJkzsvhV21aUiOoDTOv/25x9ATL3G87mmrOePRu8jlIGBXRUTYcicqAtN2pqyDlfO86SffU13lIKdY0m1738vsFVGejqJPmFstDyvx+MBBtukStwr37bCmTBG043tJsGbBOqmdG0rbxuH0S22uHLLyZsov/958MdXrJvv33fojTaH6rH9rL28loqXgiW+pJdn8K+X956j3vlMlcCPsiHstLSeEKkc8uS37bd4PYvPwt1pOUW/1TvjPNFEE8h2UuTk45Zfm1BspSycY+Cy0Z/PvFs0rlOdKCunmXHP/WjbQ9Z9mxuOFLS3UBqdPIVt5/zXf0dvE+HwweYD2Sa3VBCxtedt7xnMP4y/VEGlL8/s4FMZk6Xsouuhub7vFx/KiSLFnSW1S8LtLpbyoJSCLDIkFPGf+EoOSI6uhxPJ1TR/mz81oSWSifv82q9vzKLLfD5or3NEFu0qjIVVfjqC4r5UKtwFpy9RCxFNCXHWMW1ykdYDGCmMee7xIriXC+OsUeT8ZFj7ApeDENaYWeEQx8xWgVU0OGEzaUye/AVLIiBF65iyalG5IH8mwXaYN/DoIR28TZn0UjjbJZM/4QVu18ha8EWKDwPk66NG4tpdn8ksiC6SOsnzWD9TakA15wPPwV5uyrex768f52ihTQ50eQAbfRltOpXLj62UaOzMor8gmNSQOs+H6h2Bj48FqWhnC+PfTA4cCZhJ3lObKKW+QJmnwMSEnsxiIJ/CxcM8VhcEiDDt1UvooO5O0Y9rX5OdcZyQPK7DbzQLU0kg3ZWu/awCvECEZXlUXYWJDV9Qai010bSNMeY+ZWFwPNdpcfz0XOcBGyxSLpNdDLFr72ye8OrJs3AH10kZpxKX8BIcSun5FxEHG0bvsuBLeAhPTK+agwe3sS8bhEo2f2ZRp8pwY5vPHA8o9tyD7p93rF9moN1G7Iv5/kWAks+UPISjdf7419/5zMTs/u0b//f/+L94ppTyh9651dsym34L3/zaYe5LYOo4Okdh8SGbOR+3DZtQOO/gA88MepwDL5FgT8uD3g82aZRcrdq3EMuZNiw73OqEBcLz2dkloH7x+42xjZVvFK1s+gLnRxn4Mnw1hOMY/PhxrHWw7xpmv5MH6tDPsdZBZacPOI84pl13aqnULAQ2LzAuuXjBqbvi59zrwLojWRTILohVugvbRBR753Eea717L5gNJkK2bsroQnsmnDItEyxhzdaNH87ijd7rjrlz5nX7MTrtYZwjIIW/ffvk2Q5+/PF7vH/V8PM7T/YswrYKehOmHRfu7PWT6c2t46SXDcmisD+F4+tYMvofeucxDu4J6RtHo+7bJUjSne3eUJKzn824cwy2MTn5gyGCLs9koapOaysGwdsqiSX29wbzD+MvVVDZuGqAsqZFF59pkYoBfKSK3PWAFZPMFlYlEf+ZiUBikxemnkwWuDg0BoxZeLgjKktZriQheaXVyuJyxdt5elddN/RpHq7jmQh0U0z94u2oMNrFzpH8Zy7SPhzrugoF0fGTsIYxoiBbXdjY1Asv1akoG5fp5ixmXmrXdfwQuGqbcoOEOtatbOtme46TbmMVJq7ZrZ2f4/wYVl4TF83M0JrX0ku+b3IHqoRPWL5I606pF8ndDXrvjGl8mDfDK8ddfDXtWQO1xQMzXILUqtcJ01kCW4xuuF50tmlOfL3Hu6D61ePxo7NtcWNW29mE5adChVupjMTZD3GG+zLNdK2oKjrGerBbDa7Q2plUEC8v3maDoopm0i5jIKqruDl9IC9TjypKFflpP4hyJI8JoTFSLCVVt/72d0QKnsnAOBuyV/qYBsVfsfm15DgI7CKLgxWeUb54Xg2CnD7ve2Kfm8XP8J67XOVcJQ+x1pYDcezN5bosFGHt5937T3tvIb4/hW6GOd170rrjZUNHcH5UUf69+u8Nz+9PXlbRa+RPmHtqqWuPyG7bmiZ5Cn2spp46qhXNz/oYnWFjTQfm+c3rqBL71eNoPFIt7DwGX+7YEZ+Nto6dtnwKn83YNhi5C2l5Jzy/cvRnv6zXVLG9TPE7+hghKrU6ssa+7Wsa1fdQgCtbWfeBuLLf9lUAjTEYODWfo7e9MliUa9QKyqDeruekU/DZsNkL3m0V/N6z6Ts9I0VShGKs6c+2Kd8+Klv6KzEi17rdpt9S5fHjTx7JZ/r42PncCnWbTSXndKflmrh/rwwbHPnz/eioyTJQv91v3LbC88/HysXEhTsbj8mxbE9KFW7JX0Kj6KvJ87IO7VDO5C9BNMRuH2nkKwLd1v5k6nQ9LuTAbac8L6Pgz7JTVXm6MTK524qh5Zqa11LYqvB8pEiFF8SNZ/LZHq0FS3ty8L8b3+tv9BSYCA9R45g8r37yqZ9oqvzZkDD+7kqbUJyj8yH7+nx1txARy+nhOAXKoOxx3u09Af+H8Z7fveMd73jHO97xjne84x3veMd/Mf5SE6ox5IJslVAkWXwWi+pd16g6WDKWKk9MaXLh4jxNIa3JBXCNVs5Ujisa8LqlyhKwvZJNDx+hAFcW56aECk4eUtHovkw1u24XzGxCXXYVtF4cJx8xWSs5st0ErLYXuE10pKdfC3hCbBKT3wYFuaAzPlKO9Bqf4yF1PqdY1MDOzvH5khe2CekLDsU1sfLsBsfftG4MjjXiNxGGdTau62L8DPkzZPkvxKUIf4Q1NMyOrE9VnR46gvMoRAQb13kiwfua7WWd5zqxDOkvtZrL+cdsyPgg+GvYuj9yrrnOU0bAP/vLtSzdlry8z9HVO37Z6O1Jya6muKNyWRy4DMzHUv10Ehac94OKLT+nxQW0mB7Neyhs7AZbCciN6sjRycV5GKNf/MPkYS65//xz+au5pE/WnKIoqqEEtd/D9X7TWI9jcaI0uUfzuGPSvaUkd1FFDG6TSzRX4TqmuDb1BW5tL/YSNs7gP1JpC+8ce1yZkzgELyyfmKKKCcubzs2uUTYB/h3qC54nQ2CcC/OvEvyn6td6t588Bo2yBVxqdrXdw2PHytwzJOfuR76pMlzXtd4ZqF52Epa+hJKQrbM1+jA8+SabBgdrKqwawFB+//0Hf/w5cT+Clp1sUtPOkyosXt7XAWcf3O/x9fNx+YO949eLpnY9T0zYe1+y+4xO2T8XX4n0gLI28xVF02lt+tZpUcp2wdC9h/3A/H7rDXNdPkS1VugdW892o4qu/cq603rAYyHWuYgztWwrwse24d8+OFJ5sg/Y/fLrdDVuta5HL+ZIqXwEEi7tG7Yl/f6wg006l8Cc0o5z+THppmx7uSjaHgp9hQvO6ypst0qqgWMevPJt8g7EqFLXhNu8s+mO1PS22grHMdgmvG44YzwXukj3Qq2CZl7WjxPpwra8Ox2k46VBTv7FRuxzY1IhlNHbxYfXwl3rNZJSZ993zpyiiQw+duHfnnOv2PHRueezw80oKotX2kYLtJMoZ5720U8+dGPibFwt8ujJT6t3rLQ1ER8y+Vvv+I/iL1VQbfWCroXAg/0MRzOYMtgiBQps0xuBTLJhGXfCxUHIX6JJ4IYB1Bwbim/zLUa8fO4UVQJq2CdshUh4ZrHkNnk186Gvq7BYPAwNWMg8pKKK9bFI56USPIT5Hu5pbpyJyBbfmpLF+5bXxSZ0TvJwZyGSCvP4gt8Iwtn7GvcKHRdl93mezrDrQbDEJez60l0W3karZ7F7fXYnLDyzEsalKtfnYATJe0EXbKRn2IQ+KvhYBVHwQQptnPnZhPx0tcvLIv6dSaNmERm/P4Ylxy7PodQ4IemU3GS7h0z1DCHuv5caDt/lZQz8csLv+GWjTTiEDZ5czYhSnFupSwa34BQuP7dhlvel4knqDgn167UFYR/lSsoRzuGLr+Qq0Pq6j0sN4Owy8vXYU0aunUHAbybZegP2rVLLfe2VrRnd2mrsiNtPRV9AkfuC9cDOl50XHM/jyKfx965poZAFV/PBGLreT73EA7t0PnLz9OFMaXRI2WLXJUnf03Nuwo53qVjx6/t0pAvFJvQt5ch/2oR0wbk9/bxm8mLJ+ZKjrX2slw0ZJyUbIWqOe794WvnnNOPQEibNY8nDC344R+5B0kO0ZGEGbWN48KQAzua0s/OvvzfO6TCqATUaWZTdVPj7577Ion08OLrTWhR5Zu+C6lcOO20Vz2WLQsfy/ustzOVnM3HfN1qDP9JTapfC0M5eKz2LsOqTTp3PzYShT/8364PeBj6hot5wM8Z5cS69XPmGS9AYNlld48idJkcb47ZtOMKWliRfx8lxNErCDDdRtCg9uWDnaLgo99u8p50/j4YkrtAV7kX5/Bbv+TgHz3YiyTO9fShad84pGNFaQKSLcstrd7ojG0gWbSE4o1g+rLeqjOG0WUjsG2zCLW0b1BXXzvE1bRkMcefznoXoVvg6ntg0K26w35S/f4+m1e/Hg+FCG52dWbRFQTX5j0WhNdgSXrdr4dketLSjGC60di7opLjztMfysfvx9WRHKHnddVPUbzyz8DRr4X+ohfukhJyDpw2QeM8PbpjALb2sqFsKhkVRt5cP3vGfx1+roHrxWxEPzP5MEtwdYfw0BRGDcrv+oiT322bXdPlNxZcqTi1yqc8N4RRbnd1mngVQWa/pLwm2D58ZDxDqWma+pijBbQqvq4nFFUJ5ps7zMsW0rGJHVXG7JilImtpez+OYus2pGME9WtfBQ5VulQWrGLBr2jMctyjW5gUZ7pwyVXcclJVQVSm4X53d2f+YnKlGbuzjpfMrV1GIOEOCgxKHpGzEo2R2j8Mn4/osRKcZZiaSIxW+5men+WB5EZng+igYIzo+qyb0MGo2mcpnBZcgxs4ESpKzsbQ1ShhLz89i+lVNlbDZfX/Hrxs2nGPi7E8NjlMSmL7fdkrZF4duE6EDs6cnLkh6J00ehJjjUhfRrojh9bZMrYcVOrLs0GotFPWlHOcaE+KrlWBz9Bqvj1G1IJkAbWpId3r/wjKpqvctRHlefON8pKgPhIqoh18JROezj764G7vUEIl49WyzFIog9kV5adAEqarGvrgmTKGW+OpdN8yWv5Zr+E5NST0nVblmo6nU6MwvPusUoLgKKnPBFrE9EAlzCr95TLfHdimsxsW5VFq1CrVcTRwxQZvzmD4x9QNz4UiT3aqSx5hk+72iJq99c8ZwfiSx/fEwHl8HR3eQqQwZnIu5F//2+cE//e3GmSX2n+eTPoTnI0Uqbm8jql85TJRtj89+3zd8tCV6ci+F++12oVEIpM23fXYBoTfn/2XvXZYkV5I0vU/VzAD3yHOqaloonBG+//NwS+GSe85MV5/MCHfATJULVTP46e6pRQk3meJa0l0VGeHuABxm0Mt/sSLUWwpAFA9z2/knFhOR+SiyIozzeraHvaNcPHKR4CdNYa1cdLNB425gZd2PtQr7Xqml8pkdl6d3jh8nmoIPdquMfolYVQpUOJOjWVQ5jhNLVcC/fPtg2wotCyj92ECMIyczd6mc7jwe8fd1vwHGcFaB1G2qZ+Y+q462l0bVaZhDy0bFvjdcbE2oiiujwDMnwGOEqEbv13WoFB6pKPH9jy/+9rdvq/leUZxCYUdzwiii2GE8c08KHrnxzWLC9H08qLqthvzX15NdHU/RnFIU6br24ZL/NvMTH855jpVHNQ3/MW0Xn627cD4fTKrY+XWitbK1FCVR6A/nkU2ftNV6x/8i3hyqd7zjHe94xzve8Y53vOMd7/gn45eaUEW3MuEaI+AuEzrTaloIRBODoaDt4jesjqezuD5eZMG4AJ5m3ETZE0/qVenjWB1H78HTWVVqyvquY9iU7qHcBwnnKy/EHQ9R7nKh4zhHQD7mQXQclcZI7tAYgyqynMuF6FRcSoPxj8sKxS8UJBCqYjYuJbqcXrkIOqd7SIz687xlFNRtvWeob13v2j3UzVZnN89nduXzkNZnKg7amUwxz16zTilWd77cORhoKtggTi2Fmh2k0ywZVFeP4LR+OXw7uPXrtxodopr/0i0U0xangvLSBwwYVBVwqVy9tXndLpnkgEpdU1F3Lt7epen/jp80TmRBgr0PhgslR5DNhNo9OAvAsVUqlyJn7Cap0uUTthE+H7OTOYbQ/Vx+aoJQVKhT9vh0RMu6r4c7HWVMmIcLlYtjiCjoBUt7dsHtBDmoU5+5H9R9h4TLjfPk2U8s1aOGCeYFz1apV/io9ZrUTy6hTeVBQ5EX/T6l6AvUWdOOQH1BkVUrY1xqpWkBtfz2kBp8pLWeYxeZE6ZiOaVe+1hIkl+I3Jg8TYhPkbQ/ePGhS0AeJadDZk7v/YVmWSheX6bcBlXZkjQ7/EClrOmhUKgcl8y6xmc+00NqiKEYzznhOgWVyl9uhZ6wwMOEujvVEga0Gb9vO595f9xq50sfPHOvXKpl7/gpYxdhkoVytoLndLmKo2Ws++84T87uSE7I++kMlCfwMW/R4jl2yvs8RrcsfqQKUuSyE7Dw1pzTZJNAn6yJlMW0dFpF6FQEnrJ/Bn0YwwZb+iPtWnn6g/Oc8LotVZfzPRCcuiTKixbU/UIbidJl8JUTK2l78K5HrCNz4fHoHKmO1/ZviBiFi4+EOcdITiogBL9RF6Z/oKpsyU0sooj5ykHGOBCHe/5+lEAJ1Kl0KoabLj7Ux33nPDtnQicLhQNDtFFzilwE+tn5ysmcSaVu8Glf8X0abDcLXhsgekDThYBqKvSTxZfftFKrMNazJFA3k8e1l4Y0aLVwZh7VO2x1Y+JMv39+cbvvlI/4jOPrwfProE5u6pSffsd/Gr9UQeVcUr2lGGqX78gDDzX+xNAaAfHrmQyNEoVPKeA9E+SaXJ4xx8QEnyFJgqrOEKXlh4oqbrLwyLNIu5J4h8HS/DcNEufcSIYNSq3UF5+ZhlCRNfYVMwbnMrXbvUKBOlGGnvLxibs9DRC4FEsDgzg5WiKC6wukkJBF9uGrqBMJTpquf9HcYK/z5sWzSbxT8GVYrJDGv3neI+VV52aEUrVyka9SmjwXcTXnHIPi4OUawQuycNiR0F0FVS3BBVs8EAv+hE250OLxfwlTKrVhQ5cx5lYrmwhHkkxP67h2VPcLHpGQwoWE7MF5mddBEzY4N22fN+c7ftpQWGuv98F5+pL3Hzdn3Iz7fYoOGCqNLXH4pYz0LbrEFUQLox8sVyfVgODmvV+84GY8J4TXPAuw2IOO48T1tuwEwk/NF0/HbQSnecGYQ1SmloIkj6toozgcyfV59ifHOBnnhLeA0bmV2Dw3CW+m+SAfnJi0ywbBoMsFayy1U2RDmJLDcQ71BfIHRvO6zIK7hOCP6Uw2BMewfu3FRVhw6XEcIG0JgoSmxmTF5v9XX10cEcB9EbafY6SIhKw9I54neu17HntMT+ijkYIBWZjuoyFZPAL4MLroShyHH8FvmzBjouEzTdfrvbFLJGrzmVBtsJWriCtVI6mdctD9xOySNbaEo77j54z7feNrcmaeZxToZTZXPJ83+Uzq0YiZS1vFue2KFrBJxBLHE7IPuQ5m55jYL5SrYBoDaHV5YeGDbn151M33WI1Ljd5Q2qKF8bYJ/bQlxT1cOf2Cwt8tjL4nqrAfB7ddFzfCGWxbWY3nH+eTW9mRLdfl+eDrx0nPN3z0zjgHtz0LzyJ8dWMcnZpkob0Wfpx98dGaC+WVMpCc6ulLaSNzh1x3ZrEvb236WEVja8J/xyCoELPRsTcenw+e97Q7MOHJSa1c4hoOiKGzWaZKqcIEIt7LhteyfFk+7hv9PJavVK3CediCYs+8rs1nS6vsu6z9xnGGhRH0I82BzwPavSxoI76D1yVh72d4j327B9bvbRz+j+OXKqiG9TBSBbYqqFyLGKtYvbxSKrCV64HqBJ5U+jXB8TMW1FK7M83kOBedKaoXqVhjDLMmEUGMZr3h6Gn2O13MvXOOa94hquE10S9GhKpyqkxOIEMHMmR1QZ920qSsz7DheHEsv9l/369UJDvc+fcWnVPPY1IE62EusUyPPTtVU4FLPEiqc6GehskIFT2iwwSBW4bYD7xffk0qitllqqs6wth3HqRFMTaLH/HEIAsX9lsU83PhkWuPju/a4DwMMpepsoIOxSW7wbTwtcpN/7Qw3KwT3+zO02wliSKCWSRFaxN2y80v8eoavhTzNeZCeeGa1bcp3k8fH7e6piaPYZxunPnEehxGK3C/ZQdRCqWG3wiE2E03Z3D544mBS6Hl2qm1Yuc1BTOz8BmZhb8UCrb2GKmNKr7mqW7Ocxgt1+Bww9Isw+4AACAASURBVBhLQMZUKOwU8TAGBY6ncT4H3afXyDMKr/xMV6FSrodpjpjHa5ZWHJlFoBounVrzIZzr2LIIlCGxLkWv6b6AN0Fnl9oOwmB8qnPEBjKVRd2dIrYmXCeO9IFOVS6ZfNT8OadPVzNEMsGYnXiNYkiEMXdHiYK2zqM06DKYPRm8xHcs69eR8GbSdp4HqK3rEop9jfvkng7LyXoeQxnZfJKX/bsiWnnmtf6jD/x58uN7dLHtdH7bNj5Tvuy394Tqpw5Rpdq1Xzgs0YJaGlVfE+Ro6q7iZyi1hsLdmWu7ScH6WEqB3Q33ck3Ai1KKrns+Huu2eFvqkg3QeXyC92uyMyzWurw0HXpxTnRxMN0M7QI5s+6cfGt3ziObJ0fHNmOfSglpCPdI9cJzOHu7MCNPDk7r3PZo8KgI7dauz6PzdTx4fJ387TbNy++o/8HIKZmKsJUXtMGooH0ZFLd/hz6ptWDItX+guDl9rKwlONWZb/z4elBbWc0XHzD85Ha7rSn7EKe0Spu8zuqUqtxz3zzp2NfBnue5//ZX/t9//e88c0qkTdEGwyanP9BV4/B1PDDVTHNiVRSjrz1nbw1VWUqjbcRQ4vH5AyBNg3XxYfs7h/mH8eZQveMd73jHO97xjne84x3veMc/Gb/UhApn8XaGKVr9mlh0oYdUHBATl6MIMgHynqPx5L0AuBYksbTzNVXK4lghIS28FPlSF316EzBist5fRrxJHYi/F3lFpeBuCXe+uAEjMUJLFcw1OAgplXkTBfHF83J/FVZleSutqRvwrbXFd/jRD54dtnpBH3X5uVytVzG7OtQabzwVuYorG3UpkyGheDOhbzV7Mkvlb0xlnLxMnh3nOrtHirusSYCveZ0srHYoESmeHaengnI5l6ukTLOvV4ZfVna0i6RXVn7/obZ4fTlGwIlmD32b3Ci/MMtz/nYh+TR4c5NblqqC89dTBfEdP29st7qmIsUUGyfTC61pj3veJlyvIiJLZWkYIaKubU1xt1pQGRfPzuFhzzX1xgWtFdXkD1hB1ZHcukstIOeC9Ixh2HD65DSIU7Ss/UTdcAnfup6jlmOMnDqleiGF4sY9P2OI0b0wckw+PKBHc1pcTCkylr+SVhh2LuiKE1j+Ka2sDaSDjAsWHIQJv3iVKpg7dXbKpQTXYk53JNbz5GmFCqBz6XYJiK+OoVms3znRDhij4HOq7oIQ0Kj5DOmudJUFPRY3sL6m+7jjPkCjg3z6M5QDJ2xRjSLbesiqxB438v38FMaT4LQBqkYdEn5C+aJahC7CNlIy+vHJ1/fvjMllUEVV2Zey7HuP+Znjx/cfU8iSVrZ8ls5wfvxxcibnrlShpidcRKFK2BSsiXaA8Ba8np7P0wWFD5TKfIa1LeB5c/tQcW5FMrmB52mhdDklzS1yEhsT3meID0oXvnIdfH4duMpyCwilUuHItT1O549/++T+Lfc0l5ByX3zm8OpLFBqPp6Bto6Qaopsx7LH4SqJKoVIbK6cwibzqo8Va7ecnxwG6J8JFhfGiAl1qpajyTPhlsRNtDU8KgJ3xPTyOmBSLCL/dbstGRVX5drsvrhka/lhFlPNINcKqbFtd6qhVaiAHyvV8efYnW06sbr9t1NJ4nPGZtW/sdVuIp9bi2v7bM+B8Rx+00uhlQo4NOQe3WtHkt7kIrg1LTtXTTsxsWeTcW8znJzxz8mDf8Z/Hr1VQ1RQ4AJqMMMjNXw0VxOxKzT3gcbM4WnK9yBrJukfyMPLnaoNeeJGhlEiuFhROGOoL6qYCyHWRhyjuB8KU1S2IFUY+UF2mdLrmX8RxVXThbs0jZZgj2lIC57+EzzWOfzyvG9/1ErlQ73w9PLyoAC3G3nRJBfcevKtWB+bzQyUSu+lLpUF2XRoLHYZfXjcAyri4Q8CQy3Q5vYdXoWQWY+mVAwIuTtX06kFAwkC3zG9QHe+yFrpaIfyxMhlioFymqwPYBUaZm3jHTEi+J3sai07O3cjid1aqRYEiqxiO97yMFOd1Tq58flcB2RqrqntvRj97CE5Nv5TdlS7Kh8YDr5bCXWFPh0ptIbZgybl0rxQdFHE0ieRbUZS68pvjeUQzYVoKaEFpS1Riws2WGWx/4vneAM5JcRaEp8pGk7okIhwN+wH7d+Q/MSrTu8Z5ui9y8zk6xxghoEMUZSJCzb1TVbM5kXwnTcuBLMDUa0AZp8eLr/rp8uhy53SWr5RrTfL8LMpGHPvsZa3rEP9dSg1Q30tjyeXiL4pkEbUEJqLxMaGWfQQ83LAl8GEWxzgFflowJNczZH6YzSKuBvCpLZ+gO4znJdgjCtJX8Xz6oPe+uCaiBWplK2VJIYsZ3frawPth/Dg6mte61YJaXUT1p785VD9zPJ/PZRy+VeVE8H7BrZ4Po2eS//tf7tSi6/7rYmgPbs2CqkOQiSekeMCX2PJ8dDNECmVxLh2TsSTKmxS+7fvKP/7+4zvileO8ch4gbE8IrmNzo6njmRc9i6NDuSeRe2vKGH3tB8M8G65J12gFKXJxzbtQxOlpR4Af3PePVQQcxxncpoT7DoRyr/x13yiTM9/PbI5PCkAPfmqubVPn8UNWQ6LcK6rGeM4cpKFlXM1gMe63ffErtShUXY3qvQpSWfSAIhoS5TaWCI1ow31Q0gNKS+w/z3wPdaHe6vL/e3594sX4toe31e1e2FXX/uLDqF4ZmUgd50mt22oQ+YiMq6sG7Bp4jie1XHYVAaOGj+RkFpUQSptiPm/rl38Yv1RBNR9UAOcoMC6OlLoi5TJRE09Phal2I9EZHKSJJHGDql8+Ub0oBWNWO08KrheOf5PA6q9xkKagQz4Mi/TkPkyVFqjFeeamdFqkD6+GsoaHAdxqPEaiYecUnVC2Ul9U+uJ4veV5Wgx1ZherS8VfDDR3vUXSkNflVqNQZNhKqMLDy+jnnOZF4TrxxCrKYFxmxJTo2ueHqihVru9nIKCXVxaE18skoYpZdGjzmFvy0k40jOkI4Qs31qbMNjHPbV4Ihtma1FVi+iaZeJY2ApM9NwiNa76Mei3OcSmTuXCOEAnR2WEmN5upuKjxSFjJ8Qje1nyP91b084fCMlK8/3bnY99WIjByWinTNFEcG44kIUaLUtW51Z22/Q6A94OjP18EIR4cZw91LqA1QbQzRznVBbOxcPRdcr3M4kUDW7+nx9TwweG2GijFJJIZhXsSrLdklk/m5sHJc/jiE3QzXAbq8yFb4cWnrhT50+TWhlDKDZ8qgWOyp6ZSocIWJO9Z1M3pfJvTIKJQmZO2YRpNMbn2b5VrTelsulyAg9j45h6F0nT610GrjaqKjasACY7m1fSYHNxpwjwLtNVIkmjfLW1CVzDDMzltGiIXfaINVGP6PocFwxhjrD7Ltt0ZHgJErUy+yUC88pXJ5OPsdIM6aV45lZt+i8p1/O/4+aK0HXtRLbhtwnlcKIp2q9TMN0SNMViqol5jSltVl2rbOTomKRZBrBuRsTjTXYyNV9PtEFX51qZBttBKSy5NKMX98fngmOOi6WFZrnWGe/ABcyO8/dawL0P3S0xDQ1EmzkucrdaLv5yom8/0Vtt0o8m+pmxfX4OuRtX01qudr37g+X7lcNQK5d5efKaeuFmY1ALb/sFNN55zz7LB8+h8u8d72uicR0dyLRcvHI9HNKKAqoE+sCx22l6wJ1gK+ch25xwnLY1/vceE/Nn72uNsKM/nA80C2j2fLSuPcqwUUiON83Gw7ZVpNVdKiGfMfLWWwXOcS3mwloI9z/U8qiJIKzyffTXQQ+hEVsFUt4aOwa1NXrjEtp1J7Dz2d/zn8b4673jHO97xjne84x3veMc73vFPxi81oepckxi0BxRmThjkibzIaqtIQOzyz4cHxksk/KwhxteIro5jQQK1saBpMeWYPcHTHTWl6hzRJzdnKsMUDQn0KeV+Qn3t9KL0kXC1OWJNLsDUTR8Meh+UbHNWwPRS/TIEui0pXg9i2YIIIXEOmrjcqvD59VjQmT4EhiJF0YnBo4Q/V15cSa+tqbqjGjjq+dcGAbfLrsaJJcxv8iGCADHPewoGlnkhJb0oFoY6pm6/K0wGgw1Bii+5eFJeegK1tZaA7cm8TpYa9gkh8kK3iy/XfIkLxWcq4ELJyd1hjnr6mS0PofDFmUpk4gYx3IufDYpsy/viXFfoHT9r3Oq2Jq06m4nTL60PxpCleFVNQvkxt1n1glAxFUZyorw4Y/iS+0YKe9sWvFZV6P3C9ncJWMr0Ogvl/gvyO9wYwlLpsuFQ+oLHqJawZSCmrTDhKBXPrrZZ53Fe06P428KWi021MGAdg+ExGePiJ6qdSGqMSk0gX8KIuhicA3dDc5LWaGxyXNBlnEMEya51yYnxgte6MoZzJlxamiT0cUKQBB3X+lYVWlNaXtfeO/184ZYwcA+4dV0GOM7AlkqW69QKnJP3Cq5rOiSS0MLJ8xwDl3I9c7zgfsGrrRc2cz7yunbgj2fAK+cUtNYTEI5pg5EkTc0u9q3E7MGmEtzbmuGnDje7nkGt8vtt43NC389QMp786XGOeL71VIHbDPXBaUabU3NztJaFaDFzmr7A70vkB9sW//D77UYphd2SF2gdZyB5z35sHzyPgUjIgaMFl7aQHlWV4bmKM+fYUfyjIMk/Cviwrn0ypsd13dOlNHCnpAy6ujJ80B8Jc90LMBZn2xxu5b6sI8xOjnGivWFpi3N+dlTAk0+kh3HqyTn9tKxQauH+e+RF/QGPr5Pt21Rj7fRjQO5HFsaWi4KgXjA/FoWxbQ1R53hMrlnw0jfdpnMP5zlwH2i19R5t06WWvLnQbjufP2b+0NETNKeHNqAUvwhOpTJwbh+3/G46/fulvkwF60b/44R7vOZ+39lLW7z/0ARw9ikPXyJPmvY07/jH8UsVVOp+afxHGo5MmAlGaNHmw42QULcxZXn9gm7MRF6CEPOKR359XCkTSni9zsxXQu0v/weECd/LP3hUJUuswIbSPRbZlJUQUYZd8BvRkPZd/CRX+mmLMyEi7CL0F3JySDTPkXyUO/O3IsL9ti3Tzll0mF+y5rHFC3V63ZigTZZcq3dFxRbPQ5hFYiYFApiscblLYHn1MtCgSFnXyWwER6vPpELwEtAW9bnQwe3iuxlG9ZfrgrO1upIh5mj8RQnDhi8SRtcACy7ypQfUcOa5LflR5hdpPeCYvPjWROK25XkfGpjpea23xcB/x88apRSOM0i/HMKoY5kehpgKlGUXUMFsecipd9QMelt+amqRXHiu99EVii/S97BI/j0Lj+4DFdYDT8b0pYo4zXkOLl6Og/rLupGAPavL4kiaO90f9AnJ9Y1STtrkJ6HBr8p9amjsrGpzz+FPUDhVRfrJtfOFt4okjASL5kORsgR/wINnyYT8jdwnLq6GcnFiIb30pteNCUW4BIRGCIBYNliqKpuEsTFANw1Z9vRtkjRxb+5Mpm1X5zRdBudRRfYQAiF5o9ZfeFqKlHoVdZ5c0iUpbWCF8xmf+XicyAk2zcmfg8fji6cZm0fa9XWe0VxLKeSGILstgY+txXnMfa68PqDe8dNFrXXm7EgZYc0iF7Teaauj6+l71C0kru9aES20cnGkx5ez6Y3D5rN8UFWZdKTNY4+o6ZXXtm/cilKXsE7YNGx5X51+sLXGf/m4A/A/nk/cHkEYJSwTZoZh04hXotE70j6ibQG3/fqRBtc2MD34yn7jKcbZjwVJFo9caT7r1RVR4ciTKCohaJH5xeMMHtB5DiT/5vnV+cu3unKz3p2yv3DHfbBtsvzdXAZdOtKzgFKHGnlOXnzGKJTkz3qXbJhn8wyjlhtf9q/xelFKFitj5gHNaWWn1ljrt5Iec1NeXoTHl/HjmXBuEaoaY0yjX/Cma28vpVD8hOT46jnC++qZvz+VtgmmTmOaCxeK+GqOuVTKbVv7iZmgRdBp+v7mUP3D+KUKqvAtif89c/Wl8ofgYyzlOSQeQqsbFFBSHLlIxJ4P8ryHQkHvCiU6FQt2L/F+8sLlem0YltwSZoIVeZhwrtenag8wW9Kj95ikzS7mGIl3zU5reI5fHk/udJPVeZnlxUp2XCPZyO7OIIqAOemRAmMoRQ3JouwxBsPWISHmodI1DeRsLshclHiSOfLv8z+vxrZXJzr+tw1bf+9u6UGVCVzWQfJiYjiv92uuMuRK4ZjGfPNai1CrLgEQJoR7miZKpG7T4NiIDryvhC7OPxpeudm4M/xPGoQgsrgoncAgG+ngLpMK/I6fNcLYdRbUJdXh4nu9+0nvgmWB1bVzPvsqXG63G7e6I9WgpzoUFZCVtDdxTikhREAkJqXtV2liBt6XAEyRUL47k7j+6MawiiavoqrRHLRu65iGd9wLNpW6PHzkpodKlca9tJVEDRPG8EWGF2BTXXwmTyWWqaDpTk6W5sqIPu6aqoks0YX5fHYc874I+KrZkrm2Ysx9qU85TlVZxexwkCqrI1LS72tMtIA42uGYZsTulFIpM5G0mEZF02SS5SNpnaamUgR89peBcSDeV2dcJ6lrXZeCuixy/hgDfHAe8V0cQ1E1PrOL/q/PJ4cZNQnsADsbdhq3bSa8hVGNPR90v0njfv+2+kSPxw/e8fOGlrLU7bo7/+PfPtGaE01qoCYmIkLgOIzZipQmaKmYw2npU0Yobs4c3obhrpfHJMB6rsU9Olw4/DsQfGiRjR8jjuGzH+z7jbvlfvL9i1ttnNPvMXnnc/YU5xRNhrVnafrwZVOptMrW9qVu58dg08LvWxQrD3e+PzrnOadJg/1bo7Tp95eCWdNjdFOOJ/RzLKK2SAH11WCve0GaULOh3o8sNJNT2XFaE+p8z6KYyqUi7RZ7w5zy65NW9OJg+wAby9TdqDz7GU3XybtqIUY0C8MxwrR0cqBsBEducrJri+Z+n7TxJvST1egmG9U292kxSuHKec4w6N0/dE2cnmfHJclYJMBHZfHRbERxfrXsrpbWO/5jvDlU73jHO97xjne84x3veMc73vFPxi81oSq8jCQLVC7J8+4pPT47M5a+MMlvqUhIXKoETh1A5tQhfvzTdIScUDHwqeVLdF/M//w38/VeAiozEYIuMXEaL11XzVbSrHRrawz6gqrVUhOCOOE2FnyqevF6fPgFU0zu0lKmSqhNwrCpqqhWntmx6KNT3OluNL8U84raBRRsIF3WyMpqTMyW3DxTlSjf0+NzZgc84cdckx5CfVEnHFNR19WpG91wk1CtmV11Ymx1+WXE7+YEUb1SXdZUbYhhYksCGZyhfk3ZDjhkWc4EF0q4lAzzWvbZ0nv5r8XrkJSsnxwaDxjQOb2uXu6Td/ykoYNty/vUGgW71rMKsgl9rgMJDPxcu6V2KoVm1yjVGJjIcqDvWNy7U4pdSkD0Ei5zDqX35+JEfZnl289OqVKLURenRgHF02NKDqeLhHpers/7dmNvda0tHZL8wgnzMJ4vinm7x345NxXz6F9OywHz5JsmdGVyLef7l1ITstMZ2XWuJVQQ58RIPSZSk4c5P2PtIeLBZ13nLaG4OuF3e+Wrn2sqbOY8/FyegYoHb0Cm8lhA/VSuiTMlKJe6JvGKa19wmK1War1z+W1ZoBvy8WGJerDpSzUkp305RZJBN+OPFBoM5caCNF0qf63eGNYZyYGpe+OmbcGlN6ns7XqMj2V6+I6fMYRBz2nQGGCHUHJUXDdByuCyaQm/sgnXQ5yzP+kOz0c+g2rB1NlSSe54TITGBb/vgORafx4PBm1ZIDQKVQefaf3w8BMT5fyKm/Y8jPaiXDkOY7jRqlJyAmUWk/W6nuc9JmR5DPsWPnkzX7hVYbjwsEB2mCh2HkyWthRnk5f8A+GP74814VKtDBsxLcucYtsUkxefKVX8tOUz6TIQdUr6qJzniOOeUzOzUOVcPlMSlgs+7SjCP6rM/WrujblfWTe+ngcfW6Hl3t5E6TIY6Rs1RNk/ds6cMOkoDC5F5oKG9Pkex3A8DRi09NYa3WEI3ufeX/j927dlpXB8Do5h1H3j8SMVWHvwNaeP2Pn84kN2NHlYow+Gj8U13et7BvOP4pcqqJwLYicecLzJ89ksHvhzGG2lsBVdkBNWgh+kTciNQMKXBcDqxNPPhEnjYatTAMLCcDJHrLXWJErHR+iUD57QF3fcZS36ThQaMRKfo+UOLiuRcJzurwaYig1bpnmuije98HkjzIcvN+EYJe9p7LbXRh8X9t6QgLGJ0G1ilAtIXfwEscA0Tz8uN/8Tv0yT0+FZSMhwvNga+QdE8MXbQAXckcQ+Hh5GxrP4CQKrhKfTPIaEMc7rUgqYl4sz5SNUjKeXBR4E3cklqUnOnceoI6/uTLgEVXnhJDgnjgkLnlVSxOSigRhmLxL2ZSDil6HvPJh3/LRRy7YKhKIBARz5UB0iuSfkQ5wQuJnNDUPS/84WbBAxTHQVVANnE1/S/GHuKTyPSMK/jie9X5LEJT0R5AWaEr4u8ZnHGNjol7T74agq9/t97QHuhoxzcaIcp2lZxyjq7CLLs0lFYt+cxYuXIJHL9XozpdQLAugjiRCEr1P3R5DXc21sOsIeYUwSdzZDJgzYYh9a0GSxMOFdMEPHuy05aNFIBGejyD34AlPsRz0gxs8FrQxhkDitvPZZIE2YkIuhUi4mV40E185rbw22al4XDT7p5LNpCbjV2a8kzZwF4bFuiI6ACr7Ag13CGwjgViutytpKCqDa1977RhX/3OEiq8G61UrZ/E8NylIdHxe/uhYCsgWcY1qHCB/fIiFWBMbgmc/yPozm5Vq7IjSElnYiX+dBMWXL/eWsDvbEJHk8GOcwbBYqFc7xoNbgVA13hsANwbM4GUc0IWaeUzXSrZmbDxnQjT6Lm7rx+fgMQ2Fgu93ZdEOycLhVQ7TyeKQoxeigwtdnFCattcjhxBZVosXJLl+oCiADTSjt8xnM75rQaDlP+vHgliurVWdTD0EdQKRyu7Vl23L2jVYu+oeKBOth+nNZNIWbVmxm3SWYs9MKhlujSeXziEJSWkAIp6hEqeBWVoPn8/Nkb5dhck8Y4mqulUrbC+Mz/uDz0fluT+qwlYvcthZ7fTZ7hw5u27b8tA57sLeNVqf1x7sp/I/ilyqoRMbqOIoGsngVTEIUJi+kKS/OPiuuqgwzTusrISqZNEzvAjvP8LidG5ykcZvPyUoUG5JuckYs9rKqvErxET5QREFGKktBJGAIfxKRWJOYpbglkcgv/5YofmwmeUYQwGfyYh0VX+dkHsT553yK03Gco19dsaISBnjzYiUfairmzGOZecWc3qzvgTltm521EgXS9MLRElOqRXx0XK5kQA3UXgpVT7Uy8euYKHmJ0uH7MEQlij/CgyFZTHFMqmzIy4Qqpk1zLysS+OQ1yMsO2qXtEdOnYr6SVwDxF44dKSawCmgY+tq5f+OPf/bQIpcZJIVTfBUFpQTH4arBDRvj4kMiqSR3cRZ0TpCnciAaog7zvlOLtb1I3462EoUWIXTR7cmY5p8jukDzTjNPbtP0mfvWqFpRGdhMsszCPDw/Y2jsMRM3X3wmXNnFxOhua3oLBRWdyzUm+2Kcq5iRKABnd9gHVfbgqOYUSzz2ntkHsuJ/AqSrSjSHliDMSOPdbJCpA9d3c/KMvXFyAyQ62+eYHWYNFU6bk8FAMAzv+HlxGER08ZdcHe0dnxwHPISGXkSIptF6/BwQh5VIJlF3S7WP43D6aZx5M6gL4o3his1GTyqkfrt9A6BVBfF1rbfk3839991A/rkjmg/xZZ7SqSLcJ/8xBa+m4mOrLXqz05y6K/u3Qj++KLLn+zmlFJ5HTCRKa6ByTYZF6BgyohgpRTDtkB5PpUpgT/oUYin0x2ORyc1gu+ny+3Qt3KpQvKznvyGY2lInDOPyQcmb+NmFrk7q7uDVkAqW6hy1FW7VWXAUCa5Tz0aWFqHe74wjf+6Rc2wlJu0QRuebltWoOvuIpsvkrrpivTDOi5QtteDTX6tWFOO3+qJ+KPCVflyuUMqGv/jodesvOVSnFg0OfArMPDeNKX0Wfbvs/Pj6YiwFZ0G0rEkfo8TzJ7fdA+e3dr9yvRFN4aVcKjFVH8uzcHDTwqZwu8d+ciuFh/e1n1RtNAo/UnipinPfyvruylup+B/GL1VQRWKT056JUJkdzgGklG78bQA1vua0QSzI2WbL3LEkFG1OILQ2FLvW9dLwu2BkEMRMmMpXV7c5JNOFc3Y9RKOD9AqFc6c7i8gcn/PyCR5SwBeZO7ouS5UlD+eqeUKwYi46FcfV6dONOxUEeyZkboIUCbPA1+ndWBzS2BD9kjlf6ndcP6vI2giqlpzGXRWYY5einnkULqtrFuXLntftSNELFafNYY+nzHm+x/CQNdeXQvN1bKYqMTKfkEHL5Exn4RqSyOuU/fqe5zebR/di9kuKZVzdvvAk9PUiffku3vHzh59hlAuR1OOsrmeB6EB6SgoPZwx4zJVRHNOcns+hhpS0Tpg3SSTUc/0XADmp2SF0fzLOjmSxolpALtl1k4L385Ib10KTumBpKoJ2R3ws8YxNbqAdS5gZVjhzr4Lcl/AFX4miUJZk8ITRzVMQhM/nVAcFrYIWp0zlMGngX7Ee52t7tj/WHsOfFIBUAh5tC1IzGxVZiFrM4BbsOPejqabogA5fJus2euwJOjvQ0VCro3FMiGYT1LnMhEOlaO3nJhJKiHk/nB5Tg4kuiHbOpU3oLgyMnr83zRPTa+8dY0AX/vp7Qh/LYKeiM+lqynE8qPlga1rx80JitLeS6E8d6s6WJroNZfhBz6bAc5yMLvR+rr8tUik99puyxV1RRsWy2CiaGpNjNhaF02DpFGAhJ75QNjGtnS2Ze90pUvGEjdWq/Hg+YypEQOk+7nfOLNgeZrgUtk1WHnT2DnKpBhcN5cLRr2m07m1Jt7cdml00hZMz5vwTyTOM4zx5ZlHYtkodgz2hdN2fqCrdlccR4hy/7xu3240joYvUgmhd+LYQyAAAIABJREFUG7H4A5FzrdVajG834ZxiHIejuiG5D7cB/XGgeY777Z7reiaccA6Wiiji/PZtx0bnR8Iu5QxETc0124+eDaHcZ1W4V02xipjsu/Vl44N0TDt9FYEJo5xoJHPUnnxs+evfbyiFfh7UPYvVKuzmC21Uaucsz9WIuu07960wpniXv/eXfxTvftY73vGOd7zjHe94xzve8Y53/JPxS02oLHuUwDJdXT4nCeGfHg/TKWkS+IY7FBCti/DtEjCMlm9x9uAi6TX2CGWLFwlSV9iyExvmsn5JGnunElj+eH9BymrshkhG95DknJ1XBRVd3ZrRe5hWLmhb4Ok9O1KGgJTVyVUVql5TlW5hVNmXQEIAGCfpPTFIYcxUXyZvckERQlr+ha82j9+vn1Uu+M4xOhgLQiSWE7b5kfnD5AVM02VZ06OY/mgRzjnlcgO7pkO1BZRxQQ/m9zJJpOZhrLu6yRb3SDblh8SEagph4Ik4fIEthHDJBYVyolN/IQBD9n52uYaPgIDOTj/v7s7PHuEnknhyjQmGroml8bAnIzvGGIhsi0OD+0KhrinmCG7gAuC6MvpBn/K+tfJb29bk5lbvDD+X8MU5jjAGHnMfg1Ib24vojNvgzAl1Pwxa56PunItf2AOSm/vW6MZpvnhXIUkcHk0QCKMuutZ/EcHsmnq7eazH5GGEnbouM3LHcK+xdvM1Q2I7mFNvlbVU8z0CcjehzSbxBws27DHlm9va6fk80Pl+gg9dkDjLKdvEujzOgdngozRqm6LPLx5UBA+ilvD6gcm1GssHo6hAu2CHs8s7p402Yv+d0jmisG+NllO079YRVz6+6fIZ24ZjTSCPSUoYn2qfU7OC6FjPB94Tqp86hMu640zO8HJhkcr5eCz7giYVrSe9z8lOxc8TrHMe02hqD+j6nIr2E0Noc6SpGjLnM6UR/5ME+aM/EZXFHdIa/Mu1f5lRvSJlrv2DU5y6CedjCsoMaimLT0TC6zUnLR/f7tR7pZLCOYQ0/OInEdPhYz3bkwLg1776+PFg34LHteuNMTpucEvvu22v1Fb4zEmaeYgxzCmalZ3SCtM10jGaGl9/BHd1tJigfX7ldLAJxzloM6FkYHbJrB8DGIOaNr5eBr0ffPWDfmTOomn9kL5RlsIWyyC9Klvb+SOnbF/jRE0WD1RG7C1z4q1VcHmxRh+GaWHbJ5T75I+//xF0j5VHNe7l4tTtdaPV7bo/0jj8NeV9x/86fq2CqvufMOTmF0/HcdReEaCROrfcvYZHIiBdYhQMIOEzNL1MzhOqC32Ss7FIquaI1ghIWZK9TaJo0vXQT2WqF4RMkNpnAh4qVTW9ZSDgJlFQ5SLbd/ro2DR/sxaGbrMIdAt1sRzzIoG9nvC1Yqk0OLMhM9zGRdYuQaI/ZLD4zcPius3CQEKQYo6et1JoyFJUDPNhXWpFp49IIueqtI5KW0UeteF+IHMjEcHVFwyhSnyP9sJ/Io3yJn/FJYrQWYheJsCzIIoCa5LeNX10lkdMKgZO/HEpkThelLvJjfArYWpQul+CHqqYyFL1MhN8XH5e+iY4/PQhWpeHy+S3XCaITrcv+jReNKVUW8mMpG+JpLkuxJ5zvpjJ+jL2Tv7RGNGI0WneqBzj4JjJxugUUdokX0tlk7oEInCLYuU5feeMMZSn9MXtGT5Ql2V6+XUOuo1Q0gLapmjZlgqXu0dzIPeUI8Ub1oNcoqkzHy4qIxpR+f5nH3QvPMuxuklFBH9pPlT5c20Q/3zxTYsrji5eoud/5ncxSLh1FmxNC6Vce1JHMfO1b1LCw2cUXwXO6B1x4Zz7dUJ412GNEBHxdT9EU2fVgT75tbPzNBBtVweKJyEse8GxsIG7czzyOmwCTdmywCpUXI+1p1Rt6NbWM+aZ3/M7fs4wLl7ftjWO40TmwjSLez5X1tCKtb44OaUIflo8lzQS+brvARVcvpRO0cgxAJ4e77ieo5qw9XxUHf2kEzwmCOGU59NoWzaF7cnn5xNu8fPvHx88TsH7QKdiJ1GUnckdF491brNJdKs8+rH8k5AN90vwQUsJWPHkZFKptaKLUqBoadd+0Qdfx4GysSfe7TxO/v7sFzR6wPEi+OAlzH3PFLqgG2M8qQlx2xD+/vgD1d/iZ4vGyf5bGq7LAVZXwXGMzq2PUEclmi3PzyfDnY1U+SPEffqEZ4+BeFmiR2qF5/lA+uS7gZdLB6AhFBEkG999gNaXHEacwzyrO/h6DM5RUMbaT+q+U0T5zKItWjSOTBhyORkKNQluVX+pkuH/9/ilrk4RXw+WQW4Ki+V8TQ5e4+uYJmhKK5Wqsh7yRjSUZ7IT2N+rMaIG+AsJsCg6ZMleBhP6ku5WdbrHpAOCQFzkkhWeXrYCS70qfLNtOXqrD8yuBEzUwMelfuWC+8BS8lyIomxuXpbv/yoB79ZeZNUjKdn0mjiZpXpVLrLoOMtSm+l20IpQMtU4zs7TWcnPUuRbiUSJCdRy/vUw3ltJZXymT54I0ZVxro6S6JTEn52xKFxWMw/FuNTQFMXpS/VHsrJdDeghaLk6MCKAX53f4EKFwd06j1SzH+s0gt+2VBwT9z2v4xLzeMdPG7dSGfmQtO4he7s6p47qTs17TC1kWOSFv6BV/2R7cBJd6HlLFXHway2JRx4xDWm9GL2PkD0HNtlp6imPTixUs2UMHPfsWAa4qjHdtheRGM/P6WM2dkiVvHjLrUCTS5nw9JBdX4qbomi5RClUJeTeZ+OBaFz8sJRatjPmvQbK3Kck+KGzOz/GmkrP3wctPMLEQsVz/uyEamD+HFNyWbLpRaZYR/Iyz04tIQIB0Ap4N3QMLDMzQaMYtTmBdA6HuhZ0Xr/McKpbPnhmc2sgXlGS4F+ioJ6PixBB8qsoVKNocK1anU2YClJoXM8Dd6HlmbYCtLqS8DInE+/4KWOoY3Ma5E6jLqGDMU4eJ6sZurVK1cL+Ea+17ogWRJV9cWQ6zYUjk/bhwuPRkVvyJ004zCnnfK7ujD7w7XrOCm2J3gjC0IsfWVrlcXznX/Z/id/Lyddwupx8ZFFX9hLP+snTLgW3sYo66x6CM6tRfUC5hHnO55NHLdd5V+N8OtN53E/ltMGeyIEfZvzxefCX3z7WjvE4ntxu91D3JLimNZKveA+3yC1y2jx0sO93enZTuoA82hLv2D7uHNIudNITysdlutuPgy6ZTwKug+228/z6ZNtif9jbLfajHMsXLXyez3VMNizEtaZJuyWGJouavW1oK5wLUVVDWn5O3fTG8XzyzD3BrNM2wc8Nn3nQcI5qFMt9shWaKjWnfVrJvChzuRdu/zv+Y7xb5u94xzve8Y53vOMd73jHO97xT8YvNaFCLtgZxIRqqTrBUkZ6DU2M7XyVYYzFiUoYy4S6acI+WH+8JHIBunbMOpZTkapCK9fUxL1wDA9+D4Gn96qr+g/8q6eS34sGscvCLIf3UlndHRHH+2AelbkybKA6R/xhVjkJDy6SlKiX61QvWWWP8RiIzkYrewn4Ytd5DKGYN0/MvWDd0HzPTStSLrM/STjR7PSKWvKQ5jkahcacZQsO9iJxLgGDGaJLWQwCbjORiyoafILraqNWFhfFMarL4paFIKQteN5g3iPr5dh5naOW4GlY2H/Gv1mcwsXjmByuq6vuQfSKz3jLpv/0YQUsu3nWlIFiPSWJu6G6hTcUKZM+dJmHl7RJCJeo7MZaKM/Jy7ToZWniFlPUCWcZI1D+t4RgxBTHr/u4j5BE9mvyrqpowkKkCDIKZsfrxyQUORWrCqDCPqEoBdzqkv/3PINlcukhL76gkB6n8DqZdS5oW62FKkqVGrLyBCfrxNZrSNXOOc0vGvxEzWN8ujPE1p5hednqlJ/XCtoXBLi7xt6cv2+1Bgz8PhX4AkFQpLzAn9IncEq1eyr42YQmKUhdJqhd4/uce7d6xUVxnYiEgrjhW1xX2zeex7nUFL/VDTFna8L9Hh3im1YOP9YorstgDKdNOJUag+OapMvrt/qOny2KNS4ycfJ+56TGB94f3O8x+fnLrgzx67mavohFnXJ7Ubd0X15HX4/Bprqe1cNhE2dMdMkTrBQ0xencTmoRShLJz/OgFOGeVgLD4H//6+8wc54uyLPz+PpB/duckjX62Zca6BgBsb/d8j1Oi2n28pBTmhZGqhl6UbTKQgI9jhPVsqD3QRe4ONrhNwUuD/pciyrUqhzJgfp8Hmgv/PZbrrNa+dG/s6XXlbRvlFLokw+LcNtv9ITGOUoVWegDTfPhyY9SnNFA5zn0EjSFVpDpD1MLDCcH92GHsVcex/QxdbTqkrh34rpMvnxV2Eqj5MTqcRx8fdnKm7w4Xz++Y+l79+0jEFbddCmXai08js8FhW7ld05nPT8+2pY8u7wf3jnMP4xfqqBSZPFuRAz88i0Z2CL7vcYFpQixgVep9amIfqXog4Gs17iAiV9Eag+IyrEqiXj9opwPuAn4Nn+8Phui+BvpOTUJzdOoT16Kj9BKmIlDx9sl/xn/VhYc53TwFEsA0BLZzloX7hS9JMxJ2Fp3W6R1WiRVE+InmRTOAiE8XoRVSEgUgIsXIoT31vKQ0jjreZ08aNozqSwCUpRzGY2O8KZC1vhbkTBDnTSsEId/IfAGt2He4OZwuq+RdSgWh99OHKPgQxY5txRo7TIeHeKMbnj3JWziJJl+IjzV6cPXN6UaUKi2itX3QPhnj8fziU3y0Ij2zZTiPxHK8+CYJok4lLFMERM4C8byN3MJs9cpVODmDBsXCRxFqUhidos6eEGW/H/nSGI5QH92bMjlZVKNvV4Q4uMwzA5UBnuZ8FehutJyTzm9JwQvT7NLrp/ZjBgU0dV4CnsI/RNjuZ+2DEqhJzc0EyypCXtTTk0uqJ/RIMnNsUj4uy1LAgfUVsPMU5Bi7sUi0MP5Lz9zEq8TVkRAHDW/i2rKMXxBJ2u+B9JeWjbBkZv8UqTiYgsqaUmef4Udm3Dxm/YduAxNW9EUw7gEAe5nW2Iekp6Eoo7mJmOq9H6JKw3g+DrgNptTja38DSUTPZlciHf8jGGcjFwTzRqOsWfx7K0g9xv7LflRW3R4z+TNmWusGw2YLsAYSimyjMNVDbaKT3GuYVRtAX8D7HwwpDLVvnFja0pbehLBnZRcp8bJf/mv/43/41/+GwD/9//1f0Lp/G//9a/rcT/Ozqm6IMXdDVRe1pFR6sXbUZxuHZm8UG2UxqJSfH0Nvt0VTe13kULb7zwece/309i3xnbXJQQlIyDKk/8+iiJFV5GnI/aYRYXocI6TI0Us7rfG1vbL2LcLRl8WC1KVr9FX50sQHp/P1XDfahR09YBSxvoQs57+UbDdfqcVXU2grVVKFW4J3ywpsqYtOFgl6STnM47x848HX6cvzp1XYStC+X1Cjhv+PNByLEqIlo7qyf4x4Zkh8DUhx0Gz8HVd5JXH/o7/EL9cQbX4DO7pUzRvaJYXFUQCrbA8HiAS4FquAmhIdJJl7j6pDLU4UR4eTssjxjrCTs27rxgcduRDl/RGuIoXF00idvxs7qgXXMbyFTEJP4ZJ1rYhDBvrM9Q3RHwZr1k33I6Fsy2pEOgvmxfd8SRbSo2icCVLHibALixhC1envxQjZ07u9CX1GJsgZ/opFGczX0R6I5KMdV29MwbXREqFcV6GmZsWuhQ+PvL1R6P3zq0JB/PhUdhEAzNMkLG7skinReLmLkvlS2nO8gAbpKv5/G7HGQX18v+JKdzswicZLbx7fHbNlYrO5hynHZheM7Kp+LPusFdjq3f8lPH1fC6RCaynEMpcW4pYY1g63Yuwabt8mpIvE35pE7wP0FbCbN04rfCYU1BRqrOSjVosipE5HZKGWvhdAZzdsT6YTJonyqHXpCcSekdEsSl04envlA/Zkv3ryZnamsIYNJ1T8OBZlnkdpDBG53jMpE2DvHyxxNFSlyAMsnGYMdw45xoZTvFGmcqAmpPdF185k+u8BAd3Dpn7fRQqs0lj5lHYzOm/hrLgkSSHKs5WWMqlop7FEus4xXXxoSCSrfARm93/4JLNa6ui1CLUFCW63z7S1zBfXwvFhFpH/n7PPSfO8evr4MdxUEqlbre8tA7jXBw6G0IT4Va+5XlWHucf7DLvlxvv+HmjlcZmsQa+ZOBmfOQ63W9CbWX5MQ09cYtJBsRSKaXQduHUyeNT9q0gU5wF4xlKOvEex6BjtEzSN7lRa8Ul9rDbvrOVxjONXrU0rHV6jlX86Ei58eNHPJc/jwFeqePGtsdnfn+elFJ5jlmlDbQUHjnZrxS8KLfp8aTK4c6PZ05qdItcbf5clY9vvy8+VNGBl9sqVG6nc/igqMFqRBU2rRzZ/VQH787X17Gue2k3OOMYzj6g+FLx23eFwlIq7N0Zo9PT8HivDe9jKTrfS0PbHT8/4+cKsjk/Hs4jRSJu2hAaLad9z/MM4ZEpUnaE4urk02oRnuNAk1teJDAwX894v8OiybWVS6Xatw/25Gw9fhxhe1dumEfxqfJB2+5sJb5/O52Dkc0p2BiUeikPXjz4d/xn8W6Zv+Md73jHO97xjne84x3veMc/Gb/UhOrUFwnroX+C64EgdkkY24LSLSIQY1iqtF1QNRVZnVipgnHJCwf3oV8ybwY0Fgwt1O1kYeRLYggX2i70tdaISgXmwHfycrpHp3uqOk1RmDmCLeY81ReuFne06AsE8Po08n29XO+PO32M5WvVSgGVkB9esMKA+/lUDuNSPgQYQ5CHL1W+UqMrPtvmuybGeF4HL6jIcuc2JJXmk+8ACAPN61oUvARee/IwFjRxjsdrTJX89Zjl6qg4cUnK1G5WDeXANdGM6zq/awcebgsqWbQAylZtwSl7H4xxLt6CqvKt6uqq2xiESP0CAfKOnzuO06l1TmqNPq57KCBqx9p0RIRzOJIdyT48OUOyJifmJ26OztmLO4XKfXIavDMYtAnR8NC7m+FcMEEInsXDfMH1mgCj4DJx95Jqpbqk26fi3lgTVE/57jyPVpLTdE1ch18cRxFDnDXBKhr+ev3Fh2nABWO0Ax8NH19Qt7x2QqngRCd8WGF0oWanXWtwtCavYtOGqPNMXHJpJbzmpnKYWk67Ut3MjHP0BcejpLfflAceAgKDvp4RFQ2rhvV9BsSw5jToNOfkvFT8RNha47anH87HHTv7xXEplbKVNTWvRVFt6zp/fj35Op4xXZsTBB3Qd348wg/nfAz2IfyWb9JU+SqyYOfz39/xk4YMNKFumwtq9wUJQ0H8XBPSswu7CpKcvOMAxHDKpcbmQn+OZTnionDY4kMXBdNOLTGR2tsttqYyJc+Fv9xv/M8z9o9TlSYbfU7hd+V//vf/h3/N/akD2114+t+RM/7t1grHMRb0fYgg48XDyUOOu7SpuFlD+bRPzLExrHMkpK/ed9pWXofHSBmUnAxvVfimoQhsub5vsvM0pU0UDYMxjMWQUmUXZZTYX4YPcGi3vLbd4XxQ8xhLAX84Nr7y9ycujY+P3BueA+0PSl7HsytFC6209f3WKpjlZIpADynCnnjNvRWGw/HIaWBRjn4sxdZHd9xtAQG0wNZPtkDvYQO29uTxuBRCoXP/VvFnSkMyKKXy/TPOY/STj98/qFtCOofxre50iWN8zCHjO/7T+KUKKh1+QbTUFgcKomYp5Uq4JylvQrzix+AvzVokiI62OBJ4Q/WSLUU9COppiNmtB0F9avV7LJBZBNi/K24CRSZ4gsIKNUQPXo67EdDFY9VT6WWjkyOVUr0v76kq64F8MZvi5+YV1PFM2Nyds+jyVpF5Hi4LZjjZTfIf5r3zOoDZWIlIodFKXef7/7V3dzuO5DYUgA8pVZXds5sgAfL+Lxgk2J3dabskkbkgpfIGSS58N5Pz3TUwY3fbrrIo8ed0g/e2XleTnDODmbbo2Iuu4La5o2YtGRA3L7EZwOYzZ6H7eswcSHwNG5aXBWKElcNxNbVwwTBZ6TYiAldBewk0FeVKzUIUhJv7qhk2ywHLL61XTa/XSDzSKecCzH+sy+3/0mlntOwFsO0bLFOLgfgcu3UY5sygAUhb9QjdEKl1oqudbizbx1UTWcof6rIKFCoFm8w5U1FDNXIDpXnk7Y+853gFMNoKfvZScdO6mtTUEp91c0DWDKcKqGJf6bSWgVpej2e2YZ+pKMhmDXO4uAKKEk03EOl1HbYChT6iscOJa4NE5AkvgjIXA7LFZs+8tnzARdZcqTpiHpasyeyKWDrmoE2LdOxV+O4SQ1H9mue1qUcbYuS16cBYC0/P+7GtVOb4c/yqi9BIDZz/ZReJRZ22/Dwc2Kpiz4B7F4FVXUPU6x4NL25HzLK5HzUCuVkAfv8TWu94fH7F4/HM99eAzfGZP4ufuN8qNANRmKD2tmb+WFnTA+k7ZMOBmulWdcPn2bBlGpkVQbMDnsHNLsB2U+yZ7l/hKMVzg2N+MUal0mrWpQqvvmo2awH2bcee18W2xwDeeQ2M9kQzxz2bN5yfv+L0Aln1kAPP305sGdTdtw8UVbSua5zA5tFs4Rjx2fzn5xPnaOvLu1iBH8BjxHX07CesY93DROM79OOIz/zH/Seo9DWsPOpL2yr3kFKxFYEUw5GbHX0M9PFYA9GP/cBvv7c1W++2VYhf9w9Flo3kZpgegnqvmPtezVpsuNfZuOdAH7barO/bjiFPzMXBMMevv3xF3Tb8dI/0um4DZn3VZFdoNMqZoyLEMXyseZ1mgFvBtzmPaxhKlTUEPJqTOY7jtp4T3XDk/aq7oewbendYPoacHeNlBEYD8Pg88ZHDgHs1PO1cBxWzFo/+sx9rhZcd7ABgtstaNxYHXkceWvZgW52nVCI3WaIQL/6Po7utwuXisZBYKwVEh665KCgi2FQx+jzlcABlPUeUpMsfzilUZF3k4oJuFg0WVsc7gb6ctJWCqOWas1G6ReeuVXQVjRFkBVh5cc7GF5Ljb1cNlmch9Sysjt1txxVsDItfQOp8rPm4c+GRdR2zKH1ILsrG+htR9ApezDFeAw8baCMWZfMJOnx1HYvdtpgqvmaCyVywZTDr+Xf5y+NqWQFWVQAFsD5PH6MvmK2bdoRacybM8IGBjsfaVY9ON25yBXoqgF79Es0sZtnofP7MPF7vJX3vXMsq4B7Z9GYNnc/ShNUJyePz9Mj/azlfSlRguYiObnQKnw1YrKBZg80GJm4xb6bMUw5gjOfqXtpd0GCocxNIDPetoM7GCLtC9nLVcTkyCDSsibVyAkVQNXclNWa69bxWznNAqqygr3j005ynIiWHic/NLPOYEbe6AmoMvN1mnY9m/agLpMwBoQ6zvupJ4/QmrnsAKCYY7erhGsOBgXn9x3Vp14aZxmt33f4tmkNc5Wxow1edmGrc9etLUAYBar2aBrkLxhB4mQ2DdpRyopb7/HRgvGwsCQqO48Bt/iw7jtttFcq7GMqxrcVMcUctO6r8jD13sR+nwVpbjQnK5vj4uK3T/V/GN/z9H7/ib3/9MwDgS8ntafo+RbckAMDz8YSNa0mjJYdV53u/SQRC836kAugGWNZmA/G9P4Bro08Mqn614BRF2bb1vdrMcKsvmTuq+P35XN+LZhGcbNkcSnDEfLV8/LOdkWOjWLONxBWuDs2NhbuU2Gydv1OJuU1quUmgWTeUARZqbKTsH3GdOTpac5jNOvEC9WuWn0hsRIjW1XH5OYDWgDNKmvC1nRjtiS9Hnij5iPrGOTgcBcPGWh8UbHlPzCwcVxxlQ88ZUO0xcI4nPn6eGxoxh89rbviUAhsd5bZjVlUPj3XbPmd+yY7Wn2irmccTMhR5WwZ8oDowbHZY7NGyKP/GW23AbftD5+MeqyIAwKOduB03lOZ4zgwoU+xScLvnqZhUPH7/RJudBYeheYsPVj4n/XfMDyAiIiIiInrTD3VCJfBrvkLukmiZu6IF8L6Osg1x2iH/doQpBSu3t7kDrWOzmZcfu6Zz+rYPj3basywHMbup6DwNiiPclehnkil8L3VApaPkz906tABj2Krl0ZxBNfNmexGMMdbkcjeDYrtOpCTS4UruWnkX9NLWDC5DpjTmka8idslnPrL7yPqKutqYNx8wH+t059gLNter45YqxCUmngPoPnA2W7Mv9lLQtGcdUtYWteu9KVtByxq2fIDYbVttmB06AC8vr73EOz3rE4Yj35u5Q52733MHenikaM46EI994nl62C12qSW33bVLngTOT4ZlR7erBb1opDXMOTRzhtcYVy3YUcuaO7bSUem7Ze7o8wBqGGxgnYK7AKhl3VPEBGa6tphVon4JohC/+tXFrLi8vmXkKct1oqS4aqJ6B/p4rWEU7ApsMydDStYOZppacQjGStkYiFN3E7/qAcQhXla6a7PoujdTdlUE1WV14NtUoepo2emreYwbmN3HDFFPOU/dVGMW1jrL1TiJExuYQ1hm5vKWdRBiDdV9pe0Os+iwNQ/u4oWBbHmfsx4pL9nlThCdPtccqq3EX7NyhON0cf1OHu+fyLVx3ueJNGY30rpO/oCssUK9TtJVoyNWpgHttxu+fPwFtV4ZD8/xXGmHKgdsGATxO2vxrI/TVVdr1lF0w3GLf3OUikP3dQoqEGzHqrBdJ3T0nVJZneSeOFFLWesH+Ijv2tl+/HT8Nh7YJWv4FDigkfUyW/F3y8/1TI8zqCs0P8fuDqhd391DoVpwzxS+bxho/UQt8RzegNuuK635PA33fWCc+fgugETmzrY6Ew80DPTMff727DjNMc9yvBogA+JxujpsQHxA56yr4jFzKj/zvSjEyqrZHjKgVdd3eZHIMJFxw1MjVbY7oEPw8PjZHg1F6rpnqURt7CznGDB4ayvjpWKHPTs+84hr8x37VteaZYyBY7vhyPvN8/mEQ9b4m23fcb/fcNRt3eO6P+L7pM/aMWRL5DkaBpAisJl63QbaMJRyvU7DHL1edaClFnzNesvaS9bDZc3daPhSvmBXX6X1RaLyo0cGAAABA0lEQVROan7G7lXx6QN9NmRtgqc78jAQ3XlC9b+Ic5FHRERERET0Fqb8ERERERERvYkBFRERERER0ZsYUBEREREREb2JARUREREREdGbGFARERERERG9iQEVERERERHRmxhQERERERERvYkBFRERERER0ZsYUBEREREREb2JARUREREREdGbGFARERERERG9iQEVERERERHRmxhQERERERERvYkBFRERERER0ZsYUBEREREREb2JARUREREREdGbGFARERERERG9iQEVERERERHRmxhQERERERERvYkBFRERERER0ZsYUBEREREREb2JARUREREREdGbGFARERERERG96V9t5qR/haewEQAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 864x648 with 9 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "data.show_batch(rows=3, figsize=(12,9))"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "To create a `Learner` we use the same function as in lesson 1. Our base architecture is resnet34 again, but the metrics are a little bit differeent: we use `accuracy_thresh` instead of `accuracy`. In lesson 1, we determined the predicition for a given class by picking the final activation that was the biggest, but here, each activation can be 0. or 1. `accuracy_thresh` selects the ones that are above a certain threshold (0.5 by default) and compares them to the ground truth.\n",
    "\n",
    "As for Fbeta, it's the metric that was used by Kaggle on this competition. See [here](https://en.wikipedia.org/wiki/F1_score) for more details."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "arch = models.resnet50"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "acc_02 = partial(accuracy_thresh, thresh=0.2)\n",
    "f_score = partial(fbeta, thresh=0.2)\n",
    "learn = create_cnn(data, arch, metrics=[acc_02, f_score])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "We use the LR Finder to pick a good learning rate."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder is complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    }
   ],
   "source": [
    "learn.lr_find()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Then we can fit the head of our network."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr = 0.01"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time: 04:17\n",
      "epoch  train_loss  valid_loss  accuracy_thresh  fbeta   \n",
      "1      0.115247    0.103319    0.950703         0.910291  (00:52)\n",
      "2      0.108289    0.099074    0.953239         0.911656  (00:50)\n",
      "3      0.102342    0.092710    0.953348         0.917987  (00:51)\n",
      "4      0.095571    0.085736    0.957258         0.926540  (00:51)\n",
      "5      0.091275    0.085441    0.958006         0.926234  (00:51)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(lr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1-rn50')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "...And fine-tune the whole model:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time: 05:48\n",
      "epoch  train_loss  valid_loss  accuracy_thresh  fbeta   \n",
      "1      0.096917    0.089857    0.964909         0.923028  (01:09)\n",
      "2      0.095722    0.087677    0.966341         0.924712  (01:09)\n",
      "3      0.088859    0.085950    0.966813         0.926390  (01:09)\n",
      "4      0.085320    0.083416    0.967663         0.927521  (01:09)\n",
      "5      0.081530    0.082129    0.968121         0.928895  (01:09)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(1e-5, lr/5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-2-rn50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "torch.Size([3, 256, 256])"
      ]
     },
     "execution_count": null,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = (src.transform(tfms, size=256)\n",
    "        .databunch().normalize(imagenet_stats))\n",
    "\n",
    "learn.data = data\n",
    "data.train_ds[0][0].shape"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.freeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "LR Finder complete, type {learner_name}.recorder.plot() to see the graph.\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "learn.lr_find()\n",
    "learn.recorder.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "lr=1e-2/2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time: 14:21\n",
      "epoch  train_loss  valid_loss  accuracy_thresh  fbeta   \n",
      "1      0.088628    0.085883    0.966523         0.924035  (02:53)\n",
      "2      0.089855    0.085019    0.967126         0.926822  (02:51)\n",
      "3      0.083646    0.083374    0.967583         0.927510  (02:51)\n",
      "4      0.084014    0.081384    0.968405         0.931110  (02:51)\n",
      "5      0.083445    0.081085    0.968659         0.930647  (02:52)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(lr))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-1-256-rn50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.unfreeze()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total time: 18:23\n",
      "epoch  train_loss  valid_loss  accuracy_thresh  fbeta   \n",
      "1      0.083591    0.082895    0.968310         0.928210  (03:41)\n",
      "2      0.088286    0.083184    0.967424         0.928812  (03:40)\n",
      "3      0.083495    0.083084    0.967998         0.929224  (03:40)\n",
      "4      0.080143    0.081338    0.968564         0.931363  (03:40)\n",
      "5      0.074927    0.080691    0.968819         0.931414  (03:41)\n",
      "\n"
     ]
    }
   ],
   "source": [
    "learn.fit_one_cycle(5, slice(1e-5, lr/5))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.recorder.plot_losses()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.save('stage-2-256-rn50')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "You won't really know how you're going until you submit to Kaggle, since the leaderboard isn't using the same subset as we have for training. But as a guide, 50th place (out of 938 teams) on the private leaderboard was a score of `0.930`."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## fin"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "(We'll look at this section later - please don't ask about it just yet! :) )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Downloading test-jpg.tar.7z to /home/jhoward/.fastai/data/planet\n",
      " 99%|███████████████████████████████████████▋| 599M/603M [00:11<00:00, 88.6MB/s]\n",
      "100%|████████████████████████████████████████| 603M/603M [00:11<00:00, 53.2MB/s]\n"
     ]
    }
   ],
   "source": [
    "# ! kaggle competitions download -c planet-understanding-the-amazon-from-space -f test-jpg.tar.7z -p {path}  \n",
    "# ! 7za -bd -y -so x {path}/test-jpg.tar.7z | tar xf - -C {path}"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.load('stage-2-256-rn50')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": [
    "learn.data = (src.add_test_folder('test-jpg')\n",
    "        .transform(tfms, size=256)\n",
    "        .databunch().normalize(imagenet_stats))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
